Awesome-4D-Spatial-Intelligence

June 5, 2026 · View on GitHub

Paper

This repository collects summaries of over 500 recent studies on methods for reconstructing 4D spatial intelligence, and will be continuously updated.

If you have suggestions for new resources, improvements to methodologies, or corrections for broken links, please don't hesitate to open an issue or submit a pull request. Contributions of all kinds are welcome and greatly appreciated.

Table of Contents

Level 1 -- Low-level 3D cues

Depth Estimation

YearVenueAcronymPaperProjectGitHub
2018CVPRGeoNetGeoNet: Unsupervised learning of dense depth, optical flow and camera poseGitHub
2019NeurIPSSC-SfMLearnerUnsupervised scale-consistent depth and ego-motion learning from monocular videoGitHub
2019ICCVDepth from videos in the wild: Unsupervised monocular depth learning from unknown camerasGitHub
2019ICCVExploiting temporal consistency for real-time video depth estimationGitHub
2019IEEE T‑ITSFlowGRUTemporally consistent depth prediction with flow‑guided memory unitsProjectGitHub
2019ICCVGLNetSelf-supervised learning with geometric constraints in monocular video: Connecting flow, depth, and camera
2020ICLRDeepV2DDeepV2D: Video to Depth with Differentiable Structure from MotionGitHub
2020SIGGRAPHConsistent Video Depth EstimationProjectGitHub
2020IEEE RA‑LDon’t forget the past: Recurrent depth estimation from monocular videoProject
2020IROSFDNetVideo depth estimation by fusing flow‑to‑depth proposalsProjectGitHub
2021CVPRESTDepthMulti‑view depth estimation using epipolar spatio‑temporal networksProjectGitHub
2021CVPRManyDepthThe temporal opportunist: Self‑supervised multi‑frame monocular depthGitHub
2021ECCVSimpleReconSimplerecon: 3D reconstruction without 3D convolutionsProjectGitHub
2021TOGConsistent depth of moving objects in videoProjectGitHub
2022ACMMMFMNetLess is More: Skip Connections in Video Depth EstimationGitHub
2022CVPRDepthFormerMulti‑frame self‑supervised depth with transformersProject
20223DVMonoViTMonovit: Self‑supervised monocular depth estimation with a vision transformerGitHub
2023WACVCODDTemporally consistent online depth estimation in dynamic scenesProjectGitHub
2023ICCVMAMoMamo: Leveraging memory and attention for monocular video depth estimation
2023ICCVNVDSNeural Video Depth StabilizerProjectGitHub
2024T-PAMINVDS+NVDS+: Towards Efficient and Versatile Neural Stabilizer for Video Depth EstimationProjectGitHub
2024ECCVFutureDepthFutureDepth: Learning to predict the future improves video depth estimation
2025ICLRDepthAnyVideoDepth Any Video with Scalable Synthetic DataProjectGitHub
2025CVPRDepthCrafterDepthCrafter: Generating Consistent Long Depth Sequences for Open-world VideosProjectGitHub
2025CVPRChronoDepthLearning Temporally Consistent Video Depth from Video Diffusion PriorsProjectGitHub
2025CVPRVideo Depth AnythingVideo Depth Anything: Consistent Depth Estimation for Super-Long VideosProjectGitHub
2025StereoAdapterStereoAdapter: Adapting Stereo Depth Estimation to Underwater ScenesProjectGitHub
2025MDAModeling Depth Ambiguity: A Mixture-Density Representation for Flying-Point-Free Depth EstimationProjectGitHub

Camera pose estimation

YearVenueAcronymPaperProjectGitHub
2014ECCVLSD-SLAMLSD-SLAM: Large-scale direct monocular SLAMProjectGitHub
2015TROORB-SLAMORB-SLAM: A Versatile and Accurate Monocular SLAM SystemProjectGitHub
2017T-PAMIDSODirect Sparse OdometryProjectGitHub
2017TROORB-SLAM2ORB-SLAM2: An open-source SLAM system for monocular, stereo, and RGB-D camerasGitHub
2017ICRADeepVODeepVO: Towards End-to-End Visual Odometry with Deep Recurrent Convolutional Neural NetworksProject
2020CVPRD3VOD3VO: Deep Depth, Deep Pose and Deep Uncertainty for Monocular Visual OdometryGitHub
2021CoRLTartanVOTartanVO: A Generalizable Learning-based VOGitHub
2021TITSDDSODeep Direct Visual Odometry
2021T-ROLF-SLAMLine Flow Based Simultaneous Localization and Mapping
2022ICRAEDPLVOEDPLVO: Efficient Direct Point-Line Visual Odometry
2022ECCVParticleSfMParticleSfM: Exploiting Dense Point Trajectories for Localizing Moving Cameras in the WildProjectGitHub
2023ICCVXVOXVO: Generalized Visual Odometry via Cross-Modal Self-TrainingProjectGitHub
2023ICRADytanVODytanVO: Joint Refinement of Visual Odometry and Motion Segmentation in Dynamic EnvironmentsGitHub
2023IROSStereoVOStereo VO with Point and Line Matching using Attention GNN
2023ICRAStructure PLP-SLAMStructure PLP-SLAM: Efficient Sparse Mapping using Point, Line and PlaneGitHub
2024CVPRLEAP-VOLEAP-VO: Long-term Effective Any Point Tracking for Visual OdometryProjectGitHub
2024CVPRVGGSfMVGGSfM: Visual Geometry Grounded Deep Structure From MotionProjectGitHub
2024ECCVDPV-SLAMDeep Patch Visual SLAMGitHub
2024ECCVRLVOReinforcement Learning Meets Visual OdometryGitHub
2024RA-LEfficient Camera Exposure Control for VO via Deep RLGitHub
2024T-ASEUL-SLAMUL-SLAM: A Universal Monocular Line-Based SLAM via Unifying Structural and Non-Structural ConstraintsGitHub
2023NeurIPSDPVODeep Patch Visual OdometryGitHub
2025CVPRAnyCamAnyCam: Learning to Recover Camera Poses and Intrinsics from Casual VideosProjectGitHub
2025CVPRDynPoseDynamic Camera Poses and Where to Find ThemProject
2025T-ROAirSLAMAirSLAM: An Efficient and Illumination-Robust Point-Line SLAM SystemProjectGitHub
2025arXivPuffinThinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and GenerationProjectGitHub
2026CVPREgoXtremeEgoXtreme: A Dataset for Robust Object Pose Estimation in Egocentric Views under Extreme ConditionsProjectGitHub
2026CVPRLA-PoseLA-Pose: Latent Action Pretraining Meets Pose EstimationProject
2026PoseFMPoseFM: Relative Camera Pose Estimation Through Flow Matching

3D tracking

YearVenueAcronymPaperProjectGitHub
2023ICCVOmniMotionTracking Everything Everywhere All at OnceProjectGitHub
2024ECCVOmniTrackFastTrack Everything Everywhere Fast and RobustlyProjectGitHub
2024CVPRSpatialTrackerSpatialTracker: Tracking Any 2D Pixels in 3D SpaceProjectGitHub
2025WACVEgoPointsEgoPoints: Advancing Point Tracking for Egocentric VideosProjectGitHub
2025T-PAMISceneTrackerSceneTracker: Long-term Scene Flow Estimation NetworkGitHub
2025ICLRDELTADELTA: Dense Efficient Long-range 3D Tracking for any videoProjectGitHub
2025CVPRSeuratSeurat: From Moving Points to DepthProjectGitHub
2025arXivTAPIP3DTAPIP3D: Tracking Any Point in Persistent 3D GeometryProjectGitHub
2025SyncTrack4DSyncTrack4D: Cross-Video Motion Alignment and Video Synchronization for Multi-Video 4D Gaussian Splatting
2025NeurIPSTrackingWorldTrackingWorld: World-centric Monocular 3D Tracking of Almost All PixelsProjectGitHub
2025HybridSplatHybridSplat: Fast Reflection-baked Gaussian Tracing using Hybrid SplattingProject
2025MatchAnythingMatchAnything: Universal Cross-Modality Image Matching with Large-Scale Pre-TrainingProjectGitHub

Unifying depth and camera pose estimation

YearVenueAcronymPaperProjectGitHub
2021CVPRRobust-CVDRobust consistent video depth estimationProjectGitHub
2022ECCVCasualSAMStructure and motion from casual videos
2025CVPRMegaSamMegasam: Accurate, fast, and robust structure and motion from casual dynamic videosProjectGitHub
20253DVSpann3R3D reconstruction with spatial memoryProjectGitHub
2025ICLRMonST3RMonST3R: A Simple Approach for Estimating Geometry in the Presence of MotionProjectGitHub
2025CVPRAlign3RAlign3R: Aligned Monocular Depth Estimation for Dynamic VideosProjectGitHub
2025CVPRCUT3RContinuous 3D Perception Model with Persistent StateProjectGitHub
2025ICCVEasi3REasi3R: Estimating Disentangled Motion from DUSt3R Without TrainingProjectGitHub
2025ICCVGeometrycrafterGeometrycrafter: Consistent geometry estimation for open-world videos with diffusion priorsProjectGitHub
2025ICCVAetherAether: Geometric-aware unified world modelingProjectGitHub
2025ICCVGeo4DGeo4d: Leveraging video generators for geometric 4D scene reconstructionProjectGitHub
2025arXivUniGeoUniGeo: Taming Video Diffusion for Unified Consistent Geometry EstimationProjectGitHub
2025arXivPoint3RPoint3R: Streaming 3D Reconstruction with Explicit Spatial Pointer MemoryProjectGitHub
2025arXivStreamVGGTStreaming 4D Visual Geometry TransformerProjectGitHub
2025arXivπ3`^3`π3`^3`: Scalable Permutation-Equivariant Visual Geometry LearningProjectGitHub
2025arXivSTream3RSTream3R: Scalable Sequential 3D Reconstruction with Causal TransformerProjectGitHub
2025arXivViPEViPE: Video Pose Engine for 3D Geometric PerceptionProjectGitHub
2025arXivTUN3DTUN3D: Towards Real-World Scene Understanding from Unposed ImagesGitHub
2025arXivMASt3R-FusionMASt3R-Fusion: Integrating Feed-Forward Visual Model with IMU, GNSS for High-Functionality SLAMGitHub
2025LyraLyra: Generative 3D Scene Reconstruction via Video Diffusion Model Self-DistillationProjectGitHub
2025WinT3RWinT3R: Window-Based Streaming Reconstruction with Camera Token PoolProjectGitHub
2025Dental3RDental3R: Geometry-Aware Pairing for Intraoral 3D Reconstruction from Sparse-View Photographs
2025OmniVGGTOmniVGGT: Omni-Modality Driven Visual Geometry Grounded TransformerProjectGitHub
2025ICLRDepth Anything 3Depth Anything 3: Recovering the Visual Space from Any ViewsProjectGitHub
2025LiteVGGTLiteVGGT: Boosting Vanilla VGGT via Geometry-aware Cached Token MergingProjectGitHub
2025MUT3RMUT3R: Motion-aware Updating Transformer for Dynamic 3D Reconstruction
2025AVGGTAVGGT: Rethinking Global Attention for Accelerating VGGT
2026VGGRPOVGGRPO: Towards World-Consistent Video Generation with 4D Latent RewardProject
2026VGGT-XVGGT-X: When VGGT Meets Dense Novel View SynthesisProjectGitHub
2026Diff3RDiff3R: Feed-forward 3D Gaussian Splatting with Uncertainty-aware Differentiable OptimizationProject
2026CVPRPAGaSPAGaS: Pixel-Aligned 1DoF Gaussian Splatting for Depth RefinementProjectGitHub
2026CVPRQVGGTQVGGT: Post-Training Quantized Visual Geometry Grounded TransformerProjectGitHub

Unifying depth, camera pose, and 3D tracking

YearVenueAcronymPaperProjectGitHub
2024NeurIPSTracksTo4DFast Encoder-Based 3D from Casual Videos via Point Track ProcessingProjectGitHub
2025CVPRUni4DUni4D: Unifying Visual Foundation Models for 4D Modeling from a Single VideoProjectGitHub
2025arXivBA-TrackBack on Track: Bundle Adjustment for Dynamic Scene ReconstructionProject
2025arXivTrackingWorldTrackingWorld: World-centric Monocular 3D Tracking of Almost All PixelsProjectGitHub
2025CVPRStereo4DStereo4D: Learning How Things Move in 3D from Internet Stereo VideosProjectGitHub
2025arXivDPMDynamic Point Maps: A Versatile Representation for Dynamic 3D ReconstructionProject
2025ICCVSt4RTrackSt4RTrack: Simultaneous 4D Reconstruction and Tracking in the WorldProject
2025arXivPOMATOPOMATO: Marrying Pointmap Matching with Temporal Motion for Dynamic 3D ReconstructionGitHub
2025arXivD2`^2`USt3RD2`^2`USt3R: Enhancing 3D Reconstruction with 4D Pointmaps for Dynamic ScenesProject
2025CVPRVGGTVGGT: Visual Geometry Grounded TransformerProjectGitHub
2025CVPRZero-MSFZero-Shot Monocular Scene Flow Estimation in the WildProjectGitHub
2025ICCVSpatialTrackerV2SpatialTrackerV2: 3D Point Tracking Made EasyProjectGitHub
2025ICCVMVTrackerMulti-View 3D Point TrackingProjectGitHub
2025ICLRTrace AnythingTrace Anything: Representing Any Video in 4D via Trajectory FieldsProjectGitHub
2025WACVPointSt3RPointSt3R: Point Tracking through 3D Grounded CorrespondenceProjectGitHub
2025arXivDens3RDens3R: A Foundation Model for 3D Geometry PredictionProjectGitHub
2025arXivFlashVGGTFlashVGGT: Efficient and Scalable Visual Geometry Transformers with Compressed Descriptor AttentionProjectGitHub
2025NeurIPSFin3RFin3R: Fine-tuning Feed-forward 3D Reconstruction Models via Monocular Knowledge DistillationProjectGitHub
2025arXivHTTMHTTM: Head-wise Temporal Token Merging for Faster VGGT
2025arXivAMB3RAMB3R: Accurate Feed-forward Metric-scale 3D Reconstruction with BackendProjectGitHub
2025arXivSelfiSelfi: Self Improving Reconstruction Engine via 3D Geometric Feature AlignmentProject
2025arXivUniPR-3DUniPR-3D: Towards Universal Visual Place Recognition with Visual Geometry Grounded TransformerGitHub
2025arXivAny4DAny4D: Unified Feed-Forward Metric 4D ReconstructionProjectGitHub
2025arXivD4RTEfficiently Reconstructing Dynamic Scenes One D4RT at a TimeProject
2025arXivDePT3RDePT3R: Joint Dense Point Tracking and 3D Reconstruction of Dynamic Scenes in a Single Forward Pass
2026arXivV-DPMV-DPM: 4D Video Reconstruction with Dynamic Point MapsProjectGitHub
2026arXiv4RC4RC: 4D Reconstruction via Conditional Querying Anytime and AnywhereProject
2026CVPRMotionCrafterMotionCrafter: Dense Geometry and Motion Reconstruction with a 4D VAEProjectGitHub
2026arXivTrack4WorldTrack4World: Feedforward World-centric Dense 3D Tracking of All PixelsProjectGitHub
2026CVPRVGGT-DetVGGT-Det: Mining VGGT Internal Priors for Sensor-Geometry-Free Multi-View Indoor 3D Object DetectionGitHub
2026ICLRReal-3DQADo 3D Large Language Models Really Understand 3D Spatial Relationships?ProjectGitHub
2026CVPRSpeed3RSpeed3R: Sparse Feed-forward 3D Reconstruction ModelsProjectGitHub

Level 2 -- 3D scene components

Small-scale 3D object/scene reconstruction

YearVenueAcronymPaperProjectGitHub
2006Photogrammetric Computer VisionBundle Adjustment Rules
2010ECCVBundle adjustment in the largeProject
2016CVPRCOLMAPStructure-from-motion RevisitedGitHub
2016ECCVPixelwise View Selection for Unstructured Multi-View StereoGitHub
2019ECCVMVSNetMVSNet: Depth Inference for Unstructured Multi-view StereoGitHub
2020BMVCVisibility-aware Multi-view Stereo NetworkGitHub
2020CVPRCost Volume Pyramid Based Depth Inference for Multi-View StereoGitHub
2020CVPRCascade Cost Volume for High-Resolution Multi-View Stereo and Stereo MatchingGitHub
2021ICCVPixel-Perfect Structure-from-Motion with Featuremetric RefinementGitHub
2021NeurIPSNeuSNeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view ReconstructionProjectGitHub
2021NeurIPSVolSDFVolume Rendering of Neural Implicit SurfacesProjectGitHub
2021CVPRPatchMatchNetPatchmatchNet: Learned Multi-View Patchmatch StereoGitHub
2022ECCVSparseNeuSSparseNeuS: Fast Generalizable Neural Surface Reconstruction from Sparse ViewsProjectGitHub
2023ICCVC2F2NeUSC2F2NeUS: Cascade Cost Frustum Fusion for High Fidelity and Generalizable Neural Surface Reconstruction
2023NeurIPSGenSGenS: Generalizable Neural Surface Reconstruction from Multi-View ImagesGitHub
2023CVPRNeATNeAT: Learning Neural Implicit Surfaces with Arbitrary Topologies from Multi-view ImagesProjectGitHub
2023CVPRNeuralangeloNeuralangelo: High-Fidelity Neural Surface ReconstructionProjectGitHub
2024Siggraph2DGS2D Gaussian Splatting for Geometrically Accurate Radiance FieldsProjectGitHub
2024TVCGPGSRPGSR: Planar-based Gaussian Splatting for Efficient and High-Fidelity Surface ReconstructionProjectGitHub
2025SolidGSSolidGS: Consolidating Gaussian Surfel Splatting for Sparse-View Surface ReconstructionProject
2024CVPRUFOReconUFORecon: Generalizable Sparse-View Surface Reconstruction from Arbitrary and UnFavOrable SetsProjectGitHub
2024CVPRSuGaRSuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh RenderingProjectGitHub
2024ECCVSuRFSurface-Centric Modeling for High-Fidelity Generalizable Neural Surface ReconstructionGitHub
2024ECCVLaRaLaRa: Efficient Large-Baseline Radiance FieldsProjectGitHub
2024ECCVSceneScriptSceneScript: Reconstructing Scenes With An Autoregressive Structured Language ModelProjectGitHub
2024ECCVEgoLifterEgoLifter: Open-world 3D Segmentation for Egocentric PerceptionProjectGitHub
2025TMMTri2PlaneTri2Plane: Advancing Neural Implicit Surface Reconstruction for Indoor Scenes
2025CVPRGaussianUDFGaussianUDF: Inferring Unsigned Distance Functions through 3D Gaussian SplattingProjectGitHub
2025SOFSOF: Sorted Opacity Fields for Fast Unbounded Surface Reconstruction
2025RNb-NeuS2RNb-NeuS2: Multi-View Surface Reconstruction Using Normal and Reflectance CuesGitHub
2025QuickSplatQuickSplat: Fast 3D Surface Reconstruction via Learned Gaussian InitializationProject
2025CVPRGeometry Field Splatting with Gaussian Surfels
2025NeurIPSReTRReTR: Modeling Rendering Via Transformer for Generalizable Neural Surface ReconstructionProjectGitHub
20253D Gaussian Flats: Hybrid 2D/3D Photometric Scene Reconstruction
2025VolSplatVolSplat: Rethinking Feed-Forward 3D Gaussian Splatting with Voxel-Aligned PredictionProjectGitHub
2025NeurIPSHyRFHyRF: Hybrid Radiance Fields for Memory-efficient and High-quality Novel View SynthesisProjectGitHub
2025NeurIPSGeoSVRGeoSVR: Taming Sparse Voxels for Geometrically Accurate Surface ReconstructionProjectGitHub
2025Distilled-3DGSDistilled-3DGS:Distilled 3D Gaussian SplattingProjectGitHub
2025UP2YouUP2You: Fast Reconstruction of Yourself from Unconstrained Photo CollectionsProjectGitHub
2025NeurIPSHoloSceneHoloScene: Simulation-Ready Interactive 3D Worlds from a Single VideoProjectGitHub
2025OMG4Optimized Minimal 4D Gaussian SplattingProjectGitHub
2025Triangle Splatting+Triangle Splatting+: Differentiable Rendering with Opaque TrianglesProjectGitHub
2025VGGT-XVGGT-X: When VGGT Meets Dense Novel View SynthesisProjectGitHub
2025NeurIPSNExFLearning Neural Exposure Fields for View SynthesisProject
2025IGGTIGGT: Instance-Grounded Geometry Transformer for Semantic 3D ReconstructionGitHub
2025Geometry Meets Vision: Revisiting Pretrained Semantics in Distilled FieldsProjectGitHub
2025TMLRSCas4DSCas4D: Structural Cascaded Optimization for Boosting Persistent 4D Novel View SynthesisProject
2025NeurIPSMaterialRefGSMaterialRefGS: Reflective Gaussian Splatting with Multi-view Consistent Material InferenceProject
2025ICCVLiberated-GSLiberated-GS: 3D Gaussian Splatting Independent from SfM Point Clouds
2025InstantSfMInstantSfM: Fully Sparse and Parallel Structure-from-MotionProjectGitHub
2025SaLon3RSaLon3R: Structure-aware Long-term Generalizable 3D Reconstruction from Unposed ImagesProjectGitHub
20252DGS-R2DGS-R: Revisiting the Normal Consistency Regularization in 2D Gaussian Splatting
2025ReAct-GSRe-Activating Frozen Primitives for 3D Gaussian SplattingProjectGitHub
2025EV3DGSExtreme Views: 3DGS Filter for Novel View Synthesis from Out-of-Distribution Camera PosesProject
2025NeurIPSPLANA3RPLANA3R: Zero-shot Metric Planar 3D Reconstruction via Feed-Forward Planar SplattingProjectGitHub
2025NeurIPSPlanarGSPlanarGS: High-Fidelity Indoor 3D Gaussian Splatting Guided by Vision-Language Planar PriorsProjectGitHub
2025ZeroGSZeroGS: Training 3D Gaussian Splatting from Unposed ImagesProjectGitHub
2025Optimizing 3D Gaussian Splattering for Mobile GPUs
2025AAAIGaussian Blending: Rethinking Alpha Blending in 3D Gaussian SplattingProjectGitHub
2025Reconstructing 3D Scenes in Native High Dynamic Range
20253DVConeGSConeGS: Error-Guided Densification Using Pixel Cones for Improved Reconstruction with Fewer PrimitivesProjectGitHub
2025YoNoSplatYoNoSplat: You Only Need One Model for Feedforward 3D Gaussian SplattingProject
2025Improving Multi-View Reconstruction via Texture-Guided Gaussian-Mesh Joint Optimization
2025NeurIPSIBGSIBGS: Image-Based Gaussian Splatting
2025CuriGSCuriGS: Curriculum-Guided Gaussian Splatting for Sparse View SynthesisProject
2025EurographicsOUGSOUGS: Active View Selection via Object-aware Uncertainty Estimation in 3DGS
2025JOGSJOGS: Joint Optimization of Pose Estimation and 3D Gaussian Splatting
2025NeurIPSAtlasGSAtlasGS: Atlanta-world Guided Surface Reconstruction with Implicit Structured GaussiansProjectGitHub
2025ItG-GSInitialize to Generalize: A Stronger Initialization Pipeline for Sparse-View 3DGSGitHub
2025MuSASplatMuSASplat: Efficient Sparse-View 3D Gaussian Splats via Lightweight Multi-Scale Adaptation
2025ICCVRobustSplatRobustSplat: Decoupling Densification and Dynamics for Transient-Free 3DGSProjectGitHub
2025RobustSplat++RobustSplat: Decoupling Densification and Dynamics for Transient-Free 3DGS
2025UTriceUTrice: Unifying Primitives in Differentiable Ray Tracing and Rasterization via Triangles for Particle-Based 3D Scenes
2025Radiance Meshes for Volumetric ReconstructionProjectGitHub
2025EGGSEGGS: Exchangeable 2D/3D Gaussian Splatting for Geometry-Appearance Balanced Novel View SynthesisProjectGitHub
2025NeurIPSSV2CGSNovel View Synthesis from A Few Glimpses via Test-Time Natural Video CompletionProject
2025Siggraph AsiaDeMapGSDeMapGS: Simultaneous Mesh Deformation and Surface Attribute Mapping via Gaussian SplattingProject
2025GaMOGaMO: Geometry-aware Multi-view Diffusion Outpainting for Sparse-View 3D ReconstructionProjectGitHub
2025EcoSplatEcoSplat: Efficiency-controllable Feed-forward 3D Gaussian Splatting from Multi-view ImagesProjectGitHub
2025MVInverseMVInverse: Feed-forward Multi-view Inverse Rendering in SecondsProjectGitHub
2026GSM-GSGSM-GS: Geometry-Constrained Single and Multi-view Gaussian Splatting for Surface ReconstructionProjectGitHub
20264RC4RC: 4D Reconstruction via Conditional Querying Anytime and AnywhereProjectGitHub
2026Faster-GSFaster-GS: Analyzing and Improving Gaussian Splatting OptimizationProjectGitHub
2026Wid3RWid3R: Wide Field-of-View 3D Reconstruction via Camera Model Conditioning
2026S-MUSt3RS-MUSt3R: Sliding Multi-view 3D Reconstruction
2026Pi-GSPi-GS: Sparse-View Gaussian Splatting with Dense π^3 Initialization
20263DGS^2-TR3DGS^2-TR: Scalable Second-Order Trust-Region Method for 3D Gaussian Splatting
2026ICLRSurfSplatSurfSplat: Conquering Feedforward 2D Gaussian Splatting with Surface Continuity PriorsProjectGitHub
2026TTSA3RTTSA3R: Training-Free Temporal-Spatial Adaptive Persistent State for Streaming 3D ReconstructionGitHub
2026GVGSGVGS: Gaussian Visibility-Aware Multi-View Geometry for Accurate Surface ReconstructionGitHub
20263DVFreeFixFreeFix: Boosting 3D Gaussian Splatting via Fine-Tuning-Free Diffusion ModelsProjectGitHub
2026Geometry-Grounded Gaussian SplattingProjectGitHub
2026AnyViewAnyView: Synthesizing Any Novel View in Dynamic ScenesProject
2026ICLRMEGS^2MEGS2: Memory-Efficient Gaussian Splatting via Spherical Gaussians and Unified PruningProjectGitHub
2026Fast-SAM3DFast-SAM3D: 3Dfy Anything in Images but FasterGitHub
2026GaussianPOPGaussianPOP: Principled Simplification Framework for Compact 3D Gaussian Splatting via Error Quantification
2026MeMixMeMix: Writing Less, Remembering More for Streaming 3D ReconstructionProjectGitHub
2026CVPRGGPTGGPT: Geometry-Grounded Point TransformerProjectGitHub
2026CVPRRetimeGSRetimeGS: Continuous-Time Reconstruction of 4D Gaussian SplattingProject
2026GaussianGPTGaussianGPT: Towards Autoregressive 3D Gaussian Scene GenerationProject
2026Fus3DFus3D: Decoding Consolidated 3D Geometry from Feed-forward Geometry Transformer LatentsProjectGitHub
2026LightHarmony3DLightHarmony3D: Harmonizing Illumination and Shadows for Object Insertion in 3D Gaussian Splatting
2026Seen2SceneSeen2Scene: Completing Realistic 3D Scenes with Visibility-Guided FlowProjectGitHub
2026Know3DKnow3D: Prompting 3D Generation with Knowledge from Vision-Language ModelsProjectGitHub
2026Complete4RComplet4R: Geometric Complete 4D Reconstruction
2026GA-GSGA-GS: Generation-Assisted Gaussian Splatting for Static Scene Reconstruction
2026CVPRLearning 3D Reconstruction with Priors in Test TimeGitHub
2026FullCircleFullCircle: Effortless 3D Reconstruction from Casual 360∘ CapturesGitHub
2026RecGenReconstruction by Generation: 3D Multi-Object Scene Reconstruction from Sparse ObservationsProjectGitHub
2026Softmax-GSSoftmax-GS: Generalized Gaussians Learning When to Blend or BoundProject
2026PowerFoamPower Foam: Unifying Real-Time Differentiable Ray Tracing and RasterizationProjectGitHub
2026CVPRSparseSplatPower Foam: Unifying Real-Time Differentiable Ray Tracing and RasterizationProjectGitHub
2026PointSplatPointSplat: Efficient Geometry-Driven Pruning and Transformer Refinement for 3D Gaussian SplattingGitHub
2026GenReconGenRecon: Bridging Generative Priors for Multi-View 3D Scene ReconstructionProject
2026IVGTIVGT: Implicit Visual Geometry Transformer for Neural Scene RepresentationProjectGitHub
2026Triangle Splatting SLAMProject
2026MLP SplattingMLP Splatting: Object-Centric Neural FieldsProject
2026HiGSHiGS: A Hierarchical Rendering Architecture for Real-Time 3D Gaussian SplattingProjectGitHub

Large-scale 3D scene reconstruction

YearVenueAcronymPaperProjectGitHub
2021CVPRNeRF++NeRF++: Analyzing and Improving Neural Radiance FieldsGitHub
2021CVPRNeuralReconNeuralRecon: Real-Time Coherent 3D Reconstruction from Monocular VideoProjectGitHub
2021NeurIPSTransformerFusionTransformerFusion: Monocular RGB Scene Reconstruction using TransformersGitHub
2022CVPRBlock-NeRFBlock-NeRF: Scalable Large Scene Neural View SynthesisProject
2022CVPRMega-NeRFMega-NeRF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-ThroughsProjectGitHub
2022ECCVBungeeNeRFBungeeNeRF: Progressive Neural Radiance Field for Extreme Multi-scale Scene RenderingProjectGitHub
2022NeurIPSMonoSDFMonoSDF: Exploring Monocular Geometric Cues for Neural Implicit Surface ReconstructionProjectGitHub
2023ICCVFineReconFineRecon: Depth-aware Feed-forward Network for Detailed 3D ReconstructionGitHub
2023ICCVCVReconCVRecon: Rethinking 3D Geometric Feature Learning For Neural ReconstructionProjectGitHub
2023ICCVZip-NeRFZip-NeRF: Anti-Aliased Grid-Based Neural Radiance FieldsProjectGitHub
2023CVPRF2-NeRFF2-NeRF: Fast Neural Radiance Field Training with Free Camera TrajectoriesProjectGitHub
2023CVPRDG-ReconDG-Recon: Depth-Guided Neural 3D Scene Reconstruction
2023CVPRVisFusionVisFusion: Visibility-aware Online 3D Scene Reconstruction from VideosProjectGitHub
2023AAAIFloraFlora: Dual-Frequency LOss-Compensated ReAl-Time Monocular 3D Video Reconstruction
2023ICLRSwitch-NeRFSwitch-nerf: Learning scene decomposition with mixture of experts for large-scale neural radiance fieldsProjectGitHub
2024ECCVCityGaussianCityGaussian: Real-time High-quality Large-Scale Scene Rendering with GaussiansProjectGitHub
2024Octree-GSOctree-GS: Towards Consistent Real-time Rendering with LOD-Structured 3D GaussiansProjectGitHub
2024SCALAR-NeRFSCALAR-NeRF: SCAlable LARge-scale Neural Radiance Fields for Scene Reconstruction
2024Siggraph AsiaGaussian Opacity Fields: Efficient Adaptive Surface Reconstruction in Unbounded ScenesProjectGitHub
2024CVPRScaffold-GSScaffold-GS: Structured 3D Gaussians for View-Adaptive RenderingProjectGitHub
2024CVPRMonoSelfReconMonoSelfRecon: Purely Self-Supervised Explicit Generalizable 3D Reconstruction of Indoor Scenes from Monocular RGB ViewsGitHub
2025CityGS-XCityGS-X: A Scalable Architecture for Efficient and Geometrically Accurate Large-Scale Scene ReconstructionProjectGitHub
2025LODGELODGE: Level-of-Detail Large-Scale Gaussian Splatting with Efficient RenderingProject
2025ICLRCityGaussianV2CityGaussianV2: Efficient and Geometrically Accurate Reconstruction for Large-Scale ScenesProjectGitHub
2025TMMDetailReconFocusing on Detailed Regions for Online Monocular 3D Reconstruction
2025IROS3D Gaussian Splatting for Fine-Detailed Surface Reconstruction in Large-Scale Scene
2025EGSRMultiview Geometric Regularization of Gaussian Splatting for Accurate Radiance Fields
2025SiggraphPhotoreal Scene Reconstruction from an Egocentric DeviceProjectGitHub
2025ARTDECOARTDECO: Towards Efficient and High-Fidelity On-the-Fly 3D Reconstruction with Structured Scene RepresentationProjectGitHub
2025ReSplatReSplat: Learning Recurrent Gaussian SplatsProject
2025NVSimNVSim: Novel View Synthesis Simulator for Large Scale Indoor NavigationProject
2025FastGSFastGS: Training 3D Gaussian Splatting in 100 SecondsProjectGitHub
2025SwiftVGGTSwiftVGGT: A Scalable Visual Geometry Grounded Transformer for Large-Scale ScenesProjectGitHub
2025MetroGSMetroGS: Efficient and Stable Reconstruction of Geometrically Accurate High-Fidelity Large-Scale ScenesProjectGitHub
2025G3SplatG3Splat: Geometrically Consistent Generalizable Gaussian SplattingProject
2025WorldWarpWorldWarp: Propagating 3D Geometry with Asynchronous Video DiffusionProjectGitHub
2025NexelsNexels: Neurally-Textured Surfels for Real-Time Novel View Synthesis with Sparse GeometriesProjectGitHub
2025On-the-fly Large-scale 3D Reconstruction from Multi-Camera Rigs
2025OpenSource StudioLightField StudioLightField Studio: A high-performance C++ and CUDA implementation of 3D Gaussian SplattingProject
2026VGGT-MotionVGGT-Motion: Motion-Aware Calibration-Free Monocular SLAM for Long-Range Consistency
2026ICLRUrbanGSUrbanGS: A Scalable and Efficient Architecture for Geometrically Accurate Large-Scene Reconstruction
2026World Reconstruction From Inconsistent ViewsProjectGitHub
2026GeoNVSGeoNVS: Geometry Grounded Video Diffusion for Novel View SynthesisProject
2026Scene Grounding In the WildProject
2026CVPRGaussFusionGaussFusion: Improving 3D Reconstruction in the Wild with A Geometry-Informed Video GeneratorProject
2026AirSplatAirSplat: Alignment and Rating for Robust Feed-Forward 3D Gaussian SplattingProject
2026ReSplatReSplat: Learning Recurrent Gaussian SplattingProjectGitHub
2026NAS3RFrom None to All: Self-Supervised 3D Reconstruction via Novel View SynthesisProjectGitHub
2026Fisheye3RFisheye3R: Adapting Unified 3D Feed-Forward Foundation Models to Fisheye Lenses
2026StereoVGGTStereoVGGT: A Training-Free Visual Geometry Transformer for Stereo VisionProject
2026CVPRLong-tail Internet photo reconstructionProject
2026LingBot-MapGeometric Context Transformer for Streaming 3D ReconstructionProjectGitHub
2026AnyReconAnyRecon: Arbitrary-View 3D Reconstruction with Video Diffusion ModelProjectGitHub
2026CVPRScal3RScal3R: Scalable Test-Time Training for Large-Scale 3D ReconstructionProjectGitHub
2026SyncFixSyncFix: Fixing 3D Reconstructions via Multi-View SynchronizationProjectGitHub
2026CVPRGenWildSplatGeneralizable Sparse-View 3D Reconstruction from Unconstrained ImagesProjectGitHub
2026WildSplatterWildSplatter: Feed-forward 3D Gaussian Splatting with Appearance Control from Unconstrained ImagesGitHub
2026CVPRTokenGSTokenGS: Decoupling 3D Gaussian Prediction from Pixels with Learnable TokensProjectGitHub
2026GlobalSplatGlobalSplat: Efficient Feed-Forward 3D Gaussian Splatting via Global Scene TokensProject
2026FullCircleFullCircle: Effortless 3D Reconstruction from Casual 360∘ CapturesProjectGitHub
2026VGG-T3VGG-T3: Offline Feed-Forward 3D Reconstruction at ScaleProjectGitHub
2026R3R3: 3D Reconstruction via Relative RegressionProjectGitHub
2026RayDerRayDer: Scalable Self-Supervised Novel View Synthesis from Real-World VideoProjectGitHub
2026Déjà ViewDéjà View: Looping Transformers for Multi-View 3D ReconstructionProjectGitHub

Level 3 -- 4D dynamic scenes

General 4D scene reconstruction

YearVenueAcronymPaperProjectGitHub
2005SiggraphVideo-based rendering
2017CVPR3D Menagerie: Modeling the 3D shape and pose of animals
2020NeurIPSOnline adaptation for consistent mesh reconstruction in the wild
2020CVPRNovel View Synthesis of Dynamic Scenes with Globally Coherent Depths from a Monocular CameraProject
2021DCT-NeRFNeural Trajectory Fields for Dynamic Novel View Synthesis
2021IJCVThe Isowarp: The Template-Based Visual Geometry of Isometric Surfaces
2021CVPRSpace-time Neural Irradiance Fields for Free-Viewpoint VideoProject
2021CVPRLASRLASR: Learning Articulated Shape Reconstruction from a Monocular VideoProjectGitHub
2021CVPRNeural Scene Flow Fields for Space-Time View Synthesis of Dynamic ScenesProjectGitHub
2021ICCVNeural radiance flow for 4d view synthesis and video processingProjectGitHub
2021ICCVNerfiesNerfies: Deformable Neural Radiance FieldsProjectGitHub
2021ICCVDynamic View Synthesis from Dynamic Monocular VideoProjectGitHub
2021ICCVNon-Rigid Neural Radiance Fields: Reconstruction and Novel View Synthesis of a Dynamic Scene From Monocular VideoProjectGitHub
2021Siggraph AsiaHyperNeRFHyperNeRF: A Higher-Dimensional Representation for Topologically Varying Neural Radiance FieldsProjectGitHub
2021CVPRD-NeRFD-NeRF: Neural Radiance Fields for Dynamic ScenesProjectGitHub
2022CVPRϕ-SfT: Shape-from-Template with a Physics-Based Deformation ModelProjectGitHub
2022CVPRBANMoBANMo: Building Animatable 3D Neural Models from Many Casual VideosProjectGitHub
2022CVPRRevealing Occlusions with 4D Neural FieldsProjectGitHub
2023EmerNeRFEmerNeRF: Emergent Spatial-Temporal Scene Decomposition via Self-SupervisionProjectGitHub
2023DeformGSDeformGS: Scene Flow in Highly Deformable Scenes for Deformable Object ManipulationProjectGitHub
2023Dynamic 3D Gaussians: Tracking by Persistent Dynamic View SynthesisProjectGitHub
2023An Efficient 3D Gaussian Representation for Monocular/Multi-view Dynamic ScenesGitHub
2023CVPRTensor4DTensor4D : Efficient Neural 4D Decomposition for High-fidelity Dynamic Reconstruction and RenderingProjectGitHub
2023CVPRUnbiased 4D: Monocular 4D Reconstruction with a Neural Deformation ModelProjectGitHub
2023CVPRDyLiNDyLiN: Making Light Field Networks DynamicProjectGitHub
2023CVPRHexPlaneHexPlane: A Fast Representation for Dynamic ScenesGitHub
2023CVPRK-PlanesK-Planes: Explicit Radiance Fields in Space, Time, and AppearanceProjectGitHub
2023CVPRFlow supervision for Deformable NeRFProjectGitHub
2023CVPRNeural Scene ChronologyProjectGitHub
2023CVPRSpacetime Surface Regularization for Neural Dynamic Scene Reconstruction
2023CVPRRobust Dynamic Radiance FieldsProjectGitHub
2023ICCVPPRPPR: Physically Plausible Reconstruction from Monocular VideosProjectGitHub
2023ICCVMonoNeRFMonoNeRF: Learning a Generalizable Dynamic Radiance Field from Monocular VideosGitHub
2023TVCGNeRFPlayerNeRFPlayer: A Streamable Dynamic Scene Representation with Decomposed Neural Radiance FieldsProjectGitHub
2024CVPRREACTOREACTO: Reconstructing Articulated Objects from a Single VideoProjectGitHub
2024CVPRSpacetime Gaussian Feature Splatting for Real-Time Dynamic View SynthesisProjectGitHub
2024CVPR3DGStream3DGStream: On-the-Fly Training of 3D Gaussians for Efficient Streaming of Photo-Realistic Free-Viewpoint VideosProjectGitHub
2024CVPR4D Gaussian Splatting for Real-Time Dynamic Scene RenderingProjectGitHub
2024CVPRDeformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene ReconstructionProjectGitHub
2024CVPRDaReNeRFDaReNeRF: Direction-aware Representation for Dynamic Scenes
2024CVPRNeural Parametric Gaussians for Monocular Non-Rigid Object ReconstructionProjectGitHub
2024CVPR3D Geometry-aware Deformable Gaussian Splatting for Dynamic View SynthesisProjectGitHub
2024CVPRSC-GSSC-GS: Sparse-Controlled Gaussian Splatting for Editable Dynamic ScenesProjectGitHub
2024CVPRWFlowIBRFlowIBR: Leveraging Pre-Training for Efficient Neural Image-Based Rendering of Dynamic ScenesProject
2024ICLRReal-time Photorealistic Dynamic Scene Representation and Rendering with 4D Gaussian SplattingProjectGitHub
2024Siggraph4D-Rotor Gaussian Splatting: Towards Efficient Novel View Synthesis for Dynamic ScenesProjectGitHub
2024Siggraph AsiaDynamic Gaussian Marbles for Novel View Synthesis of Casual Monocular VideosProjectGitHub
2024MoScaMoSca: Dynamic Gaussian Fusion from Casual Videos via 4D Motion ScaffoldsProjectGitHub
2024Das3RDAS3R: Dynamics-Aware Gaussian Splatting for Static Scene ReconstructionGitHub
2024Feed-Forward Bullet-Time Reconstruction of Dynamic Scenes from Monocular VideosProject
2024Shape of Motion: 4D Reconstruction from a Single VideoProjectGitHub
2024TVCGDecoupling Dynamic Monocular Videos for Dynamic View Synthesis
2024TMLRGaussianFlowGaussianFlow: Splatting Gaussian Dynamics for 4D Content CreationProjectGitHub
2024ECCVPer-Gaussian Embedding-Based Deformation for Deformable 3D Gaussian SplattingProjectGitHub
2024NeurIPSDN-4DGSDN-4DGS: Denoised Deformable Network with Temporal-Spatial Aggregation for Dynamic Scene RenderingGitHub
2024NeurIPSMotionGSMotionGS: Exploring Explicit Motion Guidance for Deformable 3D Gaussian SplattingProjectGitHub
2024ICLRNeural SDF Flow for 3D Reconstruction of Dynamic ScenesGitHub
2024ICLRPseudo-Generalized Dynamic View Synthesis from a VideoProjectGitHub
2024DynaSurfGSDynaSurfGS: Dynamic Surface Reconstruction with Planar-based Gaussian SplattingProjectGitHub
2024st-2dgsSpace-time 2D Gaussian Splatting for Accurate Surface Reconstruction under Complex Dynamic ScenesProjectGitHub
2024DGNSDGNS: Deformable Gaussian Splatting and Dynamic Neural Surface for Monocular Dynamic 3D Reconstruction
2024Trans4DTrans4D: Realistic Geometry-Aware Transition for Compositional Text-to-4D SynthesisGitHub
2025ICLRDG-MeshDynamic Gaussians Mesh: Consistent Mesh Reconstruction from Dynamic ScenesProjectGitHub
2025ICLRMoDGSMoDGS: Dynamic Gaussian Splatting from Casually-captured Monocular Videos with Depth PriorsProjectGitHub
2025WACVAT-GSAdaptive and Temporally Consistent Gaussian Surfels for Multi-view Dynamic ReconstructionProjectGitHub
2025CVPRSpectroMotionSpectroMotion: Dynamic 3D Reconstruction of Specular ScenesProjectGitHub
2025Light of Normals: Unified Feature Representation for Universal Photometric StereoProjectGitHub
2025WideRange4DWideRange4D: Enabling High-Quality 4D Reconstruction with Wide-Range Movements and ScenesGitHub
2025MoVieSMoVieS: Motion-Aware 4D Dynamic View Synthesis in One SecondProjectGitHub
2025CVPRInstruct-4DGSInstruct-4DGS: Efficient Dynamic Scene Editing via 4D Gaussian-based Static-Dynamic SeparationProjectGitHub
2025PixiePixie: Fast and Generalizable Supervised Learning of 3D Physics from PixelsProjectGitHub
2025MeshSplatMeshSplat: Generalizable Sparse-View Surface Reconstruction via Gaussian SplattingProjectGitHub
2025ICCVLongSplatLongSplat: Robust Unposed 3D Gaussian Splatting for Casual Long VideosProjectGitHub
2025NeurIPSInstant4DInstant4D: 4D Gaussian Splatting in MinutesProjectGitHub
2025Human3RHuman3R: Everyone Everywhere All at OnceProjectGitHub
2025TTT3RTTT3R: 3D Reconstruction as Test-Time TrainingProjectGitHub
2025Mono4DGS-HDRMono4DGS-HDR: High Dynamic Range 4D Gaussian Splatting from Alternating-exposure Monocular VideosProjectGitHub
2025MoE-GSMoE-GS: Mixture of Experts for Dynamic Gaussian SplattingProject
2025TrackerSplatTrackerSplat: Exploiting Point Tracking for Fast and Robust Dynamic 3D Gaussians ReconstructionGitHub
2025Diff4SplatDiff4Splat: Controllable 4D Scene Generation with Latent Dynamic Reconstruction ModelsProject
2025CogNVSReconstruct, Inpaint, Finetune: Dynamic Novel-view Synthesis from Monocular VideosProjectGitHub
2025NeurIPS4D3R4D3R: Motion-Aware Neural Reconstruction and Rendering of Dynamic Scenes from Monocular Videos
2025Dynamic Visual SLAM using a General 3D Prior
2025NeurIPSFlux4DFlux4D: Flow-based Unsupervised 4D ReconstructionProject
2025VGGT4DVGGT4D: Mining Motion Cues in Visual Geometry Transformers for 4D Scene ReconstructionProjectGitHub
20254D-VGGT4D-VGGT: A General Foundation Model with SpatioTemporal Awareness for Dynamic Scene Geometry Estimation
2025Any4DAny4D: Unified Feed-Forward Metric 4D ReconstructionProjectGitHub
2025D2GSLAMD2GSLAM: 4D Dynamic Gaussian Splatting SLAM
2025Play4DPlay4D: Accelerated and Interactive Free-viewpoint Video Streaming for Virtual Reality and Light Field DisplaysProject
2025Siggraph AsiaPrior-Enhanced Gaussian Splatting for Dynamic Scene Reconstruction from Casual VideoProject
2025MoRelMoRel: Long-Range Flicker-Free 4D Motion Modeling via Anchor Relay-based Bidirectional Blending with Hierarchical DensificationProjectGitHub
2026UniSHUniSH: Unifying Scene and Human Reconstruction in a Feed-Forward PassProjectGitHub
2026V-DPMV-DPM: 4D Video Reconstruction with Dynamic Point MapsProjectGitHub
2026Flow4RFlow4R: Unifying 4D Reconstruction and Tracking with Scene FlowProject
2026Grow with the Flow: 4D Reconstruction of Growing Plants with Gaussian Flow FieldsProjectGitHub
2026LoGeRLoGeR: Long-Context Geometric Reconstruction with Hybrid MemoryProjectGitHub
2026FILT3RFILT3R: Latent State Adaptive Kalman Filter for Streaming 3D ReconstructionGitHub
2026VGGT-WorldVGGT-World: Transforming VGGT into an Autoregressive Geometry World Model
2026ICLRPAGE-4DPAGE-4D: Disentangled Pose and Geometry Estimation for 4D PerceptionProjectGitHub
2026CAM3RCAM3R: Camera-Agnostic Model for 3D ReconstructionProject
2026CVPR4C4D4C4D: 4 Camera 4D Gaussian SplattingProjectGitHub
2026TRiGSTRiGS: Temporal Rigid-Body Motion for Scalable 4D Gaussian SplattingProject
2026CVPRVista4DVista4D: Video Reshooting with 4D Point CloudsProjectGitHub
2026CVPRFlow4DGS-SLAMFlow4DGS-SLAM: Optical Flow-Guided 4D Gaussian Splatting SLAMProjectGitHub
2026Robust 4D Visual Geometry Transformer with Uncertainty-Aware Priors
2026NoPo4DNo Pose, No Problem in 4D: Feed-Forward Dynamic Gaussians from Unposed Multi-View VideosProjectGitHub
2026CVPRVGGT-ΩVGGT-ΩProjectGitHub
2026CVPRNeuROKNeuROK: Generative 4D Neural Object KinematicsProject

Human-centric dynamic modeling - SMPL

YearVenueAcronymPaperProjectGitHub
2015TOGSMPLSmpl: A skinned multi-person linear modelProject
2016ECCVSMPLifyKeep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single ImageProjectGitHub
2018CVPRHMREnd-to-end Recovery of Human Shape and PoseProjectGitHub
2018CVPRLearning to Estimate 3D Human Pose and Shape from a Single Color Image
2019CVPRGraphCMRConvolutional Mesh Regression for Single-Image Human Shape ReconstructionProjectGitHub
2019CVPRSMPL-XExpressive Body Capture: 3D Hands, Face, and Body from a Single ImageProjectGitHub
2019CVPRHoloPoseHoloPose: Holistic 3D Human Reconstruction In-The-Wild
2019CVPRLearning 3D Human Dynamics from VideoProjectGitHub
2019ICCVSPINLearning to Reconstruct 3D Human Pose and Shape via Model-fitting in the LoopProjectGitHub
2019ICCVDenseRaCDenseRaC: Joint 3D Pose and Shape Estimation by Dense Render-and-Compare
2019MMDaNetDaNet: Decompose-and-aggregate Network for 3D Human Shape and Pose Estimation
2019NeurIPSSim2real transfer learning for 3D human pose estimation: motion to the rescue
2020CVPRDecoMR3D Human Mesh Regression with Dense CorrespondenceGitHub
2020CVPRVIBEVIBE: Video Inference for Human Body Pose and Shape EstimationGitHub
2020TOGPhysCapPhysCap: Physically Plausible Monocular 3D Motion Capture in Real TimeProjectGitHub
2020ECCVHuman Body Model Fitting by Learned Gradient DescentGitHub
2020ECCVHKMRHierarchical Kinematic Human Mesh Recovery
2020ECCVI2L-MeshNetI2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB ImageGitHub
2021CVPRMETROEnd-to-End Human Pose and Mesh Reconstruction with TransformersGitHub
2021CVPRHybrIKHybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape EstimationProjectGitHub
2021ICCVMAEDEncoder-decoder with Multi-level Attention for 3D Human Shape and Pose EstimationGitHub
2021ICCVSPECSPEC: Seeing People in the Wild with an Estimated CameraProjectGitHub
2021ICCVPyMAFPyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback LoopProjectGitHub
2021ICCVHuMoRHuMoR: 3D Human Motion Model for Robust Pose EstimationProjectGitHub
2021ICCVPAREPARE: Part Attention Regressor for 3D Human Body EstimationProjectGitHub
2022CVPRGLAMRGLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic CamerasProjectGitHub
2022ECCVCLIFFCLIFF: Carrying Location Information in Full Frames into Human Pose and Shape EstimationGitHub
2022ECCVD&DD&D: Learning Human Dynamics from Dynamic CameraGitHub
2023TPAMIPyMAF-XPyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular ImagesProjectGitHub
2023CVPRTRACETRACE: 5D Temporal Regression of Avatars with Dynamic Cameras in 3D EnvironmentsProjectGitHub
2023CVPRSLAHMRDecoupling Human and Camera Motion from Videos in the WildProjectGitHub
2023CVPRIPMAN3D Human Pose Estimation via Intuitive PhysicsProjectGitHub
2023CVPRNIKINIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape EstimationGitHub
2023ICCVHMR2.0Humans in 4D: Reconstructing and Tracking Humans with TransformersProjectGitHub
2023NeurIPSSMPLer-XSMPLer-X: Scaling Up Expressive Human Pose and Shape EstimationProjectGitHub
2024CVPRTokenHMRTokenHMR: Advancing Human Mesh Recovery with a Tokenized Pose RepresentationProjectGitHub
2024CVPRWHAMWHAM: Reconstructing World-grounded Humans with Accurate 3D MotionProjectGitHub
2024ECCVTRAMTRAM: Global Trajectory and Motion of 3D Humans from in-the-wild VideosProjectGitHub
2024ECCVCOINCOIN: Control-Inpainting Diffusion Prior for Human and Camera Motion EstimatioProject
2024NeurIPSNLFNeural Localizer Fields for Continuous 3D Human Pose and Shape EstimationProjectGitHub
2024Siggraph AsiaGVHMRWorld-Grounded Human Motion Recovery via Gravity-View CoordinatesProjectGitHub
20253DVCameraHMRCameraHMR: Aligning People with PerspectiveProjectGitHub
2025AAAIGenHMRGenHMR: Generative Human Mesh RecoveryProject
2025ICLRCoMotionCoMotion: Concurrent Multi-person 3D MotionGitHub
2025CVPRBLADEBLADE: Single-view Body Mesh Learning through Accurate Depth EstimationProject
2025CVPRHSMRReconstructing Humans with a Biomechanically Accurate SkeletonProjectGitHub
2025ICCVGENMOGENMO: A GENarlist Model for Human MOtionProject
2025FastHMRFastHMR: Accelerating Human Mesh Recovery via Token and Layer Merging with Diffusion DecodingProjectGitHub
2025WACVSkelSplatSkelSplat: Robust Multi-view 3D Human Pose Estimation with Differentiable Gaussian RenderingProjectGitHub
2025SAM 3DSAM 3D: 3Dfy Anything in ImagesProjectGitHub
2026CVPRAvatarPointillistAvatarPointillist: AutoRegressive 4D Gaussian AvatarizationProjectGitHub
2026SAM 3D BodySAM 3D Body: Robust Full-Body Human Mesh RecoveryProjectGitHub

Human-centric dynamic modeling - Egocentric

YearVenueAcronymPaperProjectGitHub
2022ICCVEgo-FusionEPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action RecognitionProjectGitHub
2022ECCVAvatarPoserAvatarposer: Articulated full-body pose tracking from sparse motion sensingProjectGitHub
2022NeurIPSEpic-KitchensEPIC-KITCHENS VISOR Benchmark: VIdeo Segmentations and Object RelationsProject
2023CVPREgoEgoEgo-Body Pose Estimation via Ego-Head Pose EstimationProjectGitHub
2023CVPRBoDiffusionBoDiffusion: Diffusing Sparse Observations for Full-Body Human Motion SynthesisGitHub
2023CVPRSeceneEgoScene-aware egocentric 3d human pose estimationGitHub
2023CVPRAGRoLAvatars Grow Legs: Generating Smooth Human Motion from Sparse Tracking Inputs with Diffusion ModelProjectGitHub
2023NeurIPSEpic FieldsEPIC Fields: Marrying 3D Geometry and Video UnderstandingProjectGitHub
2024ECCVEgoPoserEgoPoser: Robust Real-Time Egocentric Pose Estimation from Sparse and Intermittent Observations EverywhereProjectGitHub
2024ECCVMANIKINMANIKIN: Biomechanically Accurate Neural Inverse Kinematics for Human Motion EstimationProject
2024ECCVAMEGOAMEGO: Active Memory from long EGOcentric videosProjectGitHub
2024CVPREgoWholeBodyEgocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion RefinementGitHub
2024CVPREventEgo3DEventEgo3D: 3D Human Motion Capture from Egocentric Event StreamsProjectGitHub
2024CVPRHMD-PoserHMD-Poser: On-Device Real-time Human Motion Tracking from Scalable Sparse ObservationsProjectGitHub
2024arXivHOI-RefHOI-Ref: Hand-Object Interaction Referral in Egocentric VisionProjectGitHub
20253DVHMD2`^2`HMD2`^2`: Environment-aware Motion Generation from Single Egocentric Head-Mounted DeviceProject
20253DVOSNOMSpatial Cognition from Egocentric Video: Out of Sight, Not Out of MindProjectGitHub
2025IJCVEventEgo3D++EventEgo3D++: 3D Human Motion Capture from a Head Mounted Event CameraProjectGitHub
2025CVPREgoLMEgolm: Multi-modal language model of egocentric motionsProject
2025CVPREgoAlloEstimating Body and Hand Motion in an Ego-sensed WorldProjectGitHub
2025CVPREgo4oEgo4o: Egocentric Human Motion Capture and Understanding from Multi-Modal InputProject
2025CVPRFRAMEFRAME: Floor-aligned Representation for Avatar Motion from Egocentric VideoProjectGitHub
2025arXivEgoH4The Invisible EgoHand: 3D Hand Forecasting through EgoBody Pose EstimationProjectGitHub
2025ICCVUniEgoMotionUniEgoMotion: A Unified Model for Egocentric Motion Reconstruction, Forecasting, and GenerationProjectGitHub
2025ICCVWEgoInstructEgoInstruct: An Egocentric Video Dataset of Face-to-face Instructional Interactions with Multi-modal LLM Benchmarking
2025EgoTwinEgoTwin: Dreaming Body and View in First PersonProject

Human-centric dynamic modeling - Appearance-rich

YearVenueAcronymPaperProjectGitHub
2018TOGMonoPerfCapMonoPerfCap: Human Performance Capture from Monocular Video
2018CVPRVideoAvatarsVideo Based Reconstruction of 3D People ModelsGitHub
2018TOGLiveCapLiveCap: Real-time Human Performance Capture from Monocular Video
20213DVHuman Performance Capture from Monocular Video in the WildProjectGitHub
2021NeurIPSA-NeRFA-NeRF: Articulated Neural Radiance Fields for Learning Human Shape, Appearance, and PoseProjectGitHub
2021NeurIPSViSERViSER: Video-Specific Surface Embeddings for Articulated 3D Shape ReconstructionProjectGitHub
2022CVPRSelfReconSelfRecon: Self Reconstruction Your Digital Avatar from Monocular VideoProjectGitHub
2022ECCVDANBODANBO: Disentangled Articulated Neural Body Representations via Graph Neural NetworksProjectGitHub
2022ECCVAvatarPoserAvatarposer: Articulated full-body pose tracking from sparse motion sensingGitHub
2022NeurIPSFOFFOF: Learning Fourier Occupancy Field for Monocular Real-time Human ReconstructionProjectGitHub
2023CVPRVid2AvatarVid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene DecompositionProjectGitHub
2024CVPRHUGSHUGS: Human Gaussian SplatsProjectGitHub
2024CVPRGaussianAvatarGaussianAvatar: Towards Realistic Human Avatar Modeling from a Single Video via Animatable 3D GaussiansProjectGitHub
2024CVPRAnimatable GaussiansAnimatable Gaussians: Learning Pose-dependent Gaussian Maps for High-fidelity Human Avatar ModelingProjectGitHub
2024CVPRGPS-GaussianGPS-Gaussian: Generalizable Pixel-wise 3D Gaussian Splatting for Real-time Human Novel View SynthesisProjectGitHub
2024CVPR3DGS-Avatar3DGS-Avatar: Animatable Avatars via Deformable 3D Gaussian SplattingProjectGitHub
2025CVPRGauSTARGauSTAR: Gaussian Surface Tracking and ReconstructionProjectGitHub
2025Siggraph AsiaDetail Enhanced Gaussian Splatting for Large-Scale Volumetric CaptureProjectGitHub
2025AHAAHA! Animating Human Avatars in Diverse Scenes with Gaussian Splatting
2025IROSSTG-AvatarSTG-Avatar: Animatable Human Avatars via Spacetime GaussianGitHub
2026TVCGVRGaussianAvatarVRGaussianAvatar: Integrating 3D Gaussian Avatars into VRProjectGitHub
2026CVPRMATCHFeed-forward Gaussian Registration for Head Avatar Creation and EditingProject
2026D-RexD-Rex : Diffusion Rendering for Relightable Expressive AvatarsProject

Level 4 -- Interaction among scene components

SMPL-based human-centric interaction - HOI

YearVenueAcronymPaperProjectGitHub
2016TOGPiGraphsPiGraphs: learning interaction snapshots from observationsProjectGitHub
2020ECCVPHOSAPerceiving 3D Human-Object Spatial Arrangements from a Single Image in the WildProjectGitHub
2021arXivD3D-HOI3d-hoi: Dynamic 3d human-object interactions from videosGitHub
2021CVPRGraviCapGravity-Aware Monocular 3D Human-Object ReconstructionProjectGitHub
2022CVPRBEHAVEBEHAVE: Dataset and Method for Tracking Human Object InteractionsProjectGitHub
2022ECCVCHORECHORE: Contact, Human and Object REconstruction from a single RGB imageProjectGitHub
2023ICCVCHAIRSFull-Body Articulated Human-Object InteractionProjectGitHub
2023IJCAIStackFLOWStackFLOW: Monocular Human-Object Reconstruction by Stacked Normalizing Flow with OffsetProjectGitHub
2023CVPRVisTrackerVisibility Aware Human-Object Interaction Tracking from Single RGB CameraProjectGitHub
2024IJCVInterCapInterCap: Joint Markerless 3D Tracking of Humans and Objects in InteractionProjectGitHub
2024MMWildHOIMonocular Human-Object Reconstruction in the WildProjectGitHub
2024CVPRI'M HOII'M HOI: Inertia-aware Monocular Capture of 3D Human-Object InteractionsProjectGitHub
2024CVPRHDMTemplate Free Reconstruction of Human-object Interaction with Procedural Interaction GenerationProjectGitHub
2024NeurIPSInterDreamerInterDreamer: Zero-Shot Text to 3D Dynamic Human-Object InteractionProject
20253DVInterTrackInterTrack: Tracking Human Object Interaction without Object TemplatesProjectGitHub
2025CVPRInteractVLMInteractVLM: 3D Interaction Reasoning from 2D Foundational ModelsProjectGitHub

SMPL-based human-centric interaction - HSI

YearVenueAcronymPaperProjectGitHub
2019ICCVPROXResolving 3D Human Pose Ambiguities with 3D Scene ConstraintsProjectGitHub
2020ECCVHMPLong-term Human Motion Prediction with Scene ContextProjectGitHub
2022CVPRRICHCapturing and Inferring Dense Full-Body Human-Scene ContactProjectGitHub
2022ECCVSitComs3DThe One Where They Reconstructed 3D Humans and Environments in TV ShowsProjectGitHub
2023CVPRCIRCLECIRCLE: Capture In Rich Contextual EnvironmentsGitHub
2024CVPRTRUMANSScaling Up Dynamic Human-Scene Interaction ModelingProjectGitHub
2025arXivJOSHJoint Optimization for 4D Human-Scene Reconstruction in the WildProjectGitHub
2025CVPRODHSRODHSR: Online Dense 3D Reconstruction of Humans and Scenes from Monocular VideosProject

SMPL-based human-centric interaction - HHI

YearVenueAcronymPaperProjectGitHub
2021ICCVROMPMonocular, One-stage, Regression of Multiple 3D PeopleGitHub
2022CVPRBEVPutting People in their Place: Monocular Regression of 3D People in DepthProjectGitHub
2023Siggraph AsiaCloseMoCapReconstructing Close Human Interactions from Multiple ViewsGitHub
2023CVPRHi4DHi4D: 4D Instance Segmentation of Close Human InteractionProjectGitHub
2024CVPRBUDDIGenerative Proxemics: A Prior for 3D Social Interaction from ImagesProjectGitHub
2024CVPRCloseIntClosely Interactive Human Reconstruction with Proxemics and Physics-Guided AdaptionGitHub
2024CVPRMultiPhysMultiPhys: Multi-Person Physics-aware 3D Motion EstimationProjectGitHub
2024ECCVAvatarPoseAvatarPose: Avatar-guided 3D Pose Estimation of Close Human Interaction from Sparse Multi-view VideosProjectGitHub
2024NeurIPSHarmony4DHarmony4D: A Video Dataset for In-The-Wild Close Human InteractionsProjectGitHub

Appearance-rich human-centric interaction

YearVenueAcronymPaperProjectGitHub
2022ECCVNeuManNeuMan: Neural Human Radiance Field from a Single VideoProjectGitHub
2023ICCVHOSNeRFHOSNeRF: Dynamic Human-Object-Scene Neural Radiance Fields from a Single VideoProjectGitHub

Egocentric human-centric interaction

YearVenueAcronymPaperProjectGitHub
2021ICCVH2OH2O: Two Hands Manipulating Objects for First Person Interaction Recognition
2022CVPRHOI4DHOI4D: A 4D Egocentric Dataset for Category-Level Human-Object Interaction
2023AriaProject Aria: A New Tool for Egocentric Multi-Modal AI Research
2023MICCAIPOV-SurgeryPOV-Surgery: A Dataset for Egocentric Hand and Tool Pose Estimation During Surgical ActivitiesProjectGitHub
2024CVPREgo-Exo4DEgo-Exo4D: Understanding Skilled Human Activity from First- and Third-Person PerspectivesProject
2024NymeriaNymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the WildProject
2025CVPRHOT3DIntroducing HOT3D: An Egocentric Dataset for 3D Hand and Object TrackingProject

Level 5 -- Incorporation of physical laws and constraints

Dynamic 4D human simulation with physics

YearVenueAcronymPaperProjectGitHub
1995SiggraphAnimating human athletics
2002TOGInteractive control of avatars animated with human motion data
2007TOGSIMBICONSimbicon: Simple biped locomotion control
2007SiggraphConstruction and optimal search of interpolated motion graphs
2007SiggraphNear-optimal Character Animation with Continuous Control
2010Siggraph AsiaMotion fields for interactive character locomotion
2010TOGGeneralized biped walking control
2010TOGSpatial relationship preserving character motion adaptation
2012TOGContinuous character control with low-dimensional embeddings
2014TOGLearning bicycle stunts
2016NeurIPSGAILGenerative Adversarial Imitation Learning
2017TOGPFNNPhase-functioned neural networks for character controlGitHub
2017TOGLearning to schedule control fragments for physics-based characters using deep q-learning
2018TOGMANNMode-adaptive neural networks for quadruped motion controlGitHub
2018TOGLearning basketball dribbling skills using trajectory optimization and deep reinforcement learning
2018TOGDeepMimicDeepMimic: Example-Guided Deep Reinforcement Learning of Physics-Based Character SkillsGitHub
2020UniConUniCon: Universal Neural Controller For Physics-based Character MotionProject
2020TOGScaDiverA scalable approach to control diverse behaviors for physically simulated charactersProjectGitHub
2020SiggraphMotionVAEsCharacter Controllers using Motion VAEsGitHub
2021TOGAMPAMP: Adversarial Motion Priors for Stylized Physics-Based Character Control
2022NeurIPSMoCapActMoCapAct: A Multi-Task Dataset for Simulated Humanoid ControlProjectGitHub
2022Siggraph AsiaPADLPADL: Language-Directed Physics-Based Character ControlGitHub
2022TOGASEASE: Large-Scale Reusable Adversarial Skill Embeddings for Physically Simulated CharactersProjectGitHub
2022TOGControlVAEControlVAE: Model-Based Learning of Generative Controllers for Physics-Based CharactersProjectGitHub
2023SiggraphCALMCALM: Conditional Adversarial Latent Models for Directable Virtual CharactersProjectGitHub
2023SiggraphSimulation and Retargeting of Complex Multi-Character InteractionsGitHub
2023SiggraphPMPPMP: Learning to Physically Interact with Environments using Part-wise Motion PriorsGitHub
2023CVPRTrace and Pace: Controllable Pedestrian Animation via Guided Trajectory DiffusionProjectGitHub
2023TOGLearning Physically Simulated Tennis Skills from Broadcast VideosProjectGitHub
20243DVPhysically Plausible Full-Body Hand-Object Interaction SynthesisProject
2024NeurIPSOmnigraspOmnigrasp: Grasping Diverse Objects with Simulated HumanoidsGitHub
2024SiggraphSuperPADLSuperPADL: Scaling Language-Directed Physics-Based Control with Progressive Supervised DistillationProject
2024Siggraph AsiaPDPPDP: Physics-Based Character Animation via Diffusion Policy
2024TOGMaskedMimicMaskedMimic: Unified Physics-Based Character Control Through Masked Motion InpaintingProjectGitHub
2024CVPRPACER++PACER+: On-Demand Pedestrian Animation Controller in Driving ScenariosGitHub
2025ICLRCLoSDCLoSD: Closing the Loop between Simulation and Diffusion for multi-task character controlProjectGitHub
2025ICLRHierarchical World Models as Visual Whole-Body Humanoid ControllersProjectGitHub
2025CVPRSkillMimicSkillMimic: Learning Basketball Interaction Skills from DemonstrationsProjectGitHub
2025ICRAHOVERHOVER: Versatile Neural Whole-Body Controller for Humanoid RobotsProjectGitHub
2025RSSASAPASAP: Aligning Simulation and Real-World Physics for Learning Agile Humanoid Whole-Body SkillsProjectGitHub
2025UniPhysUniPhys: Unified Planner and Controller with Diffusion for Flexible Physics-Based Character ControlProject
2025VisualMimicVisualMimic: Visual Humanoid Loco-Manipulation via Motion Tracking and GenerationProjectGitHub
2025NeurIPSEgoBridgeEgoBridge: Domain Adaptation for Generalizable Imitation from Egocentric Human DataProject

3D scene reconstruction with physical plausibility

YearVenueAcronymPaperProjectGitHub
2022CVPRAugNeRFAug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded AugmentationsGitHub
2024ECCVPhysDreamerPhysDreamer: Physics-Based Interaction with 3D Objects via Video GenerationProjectGitHub
2024Siggraph AsiaPlanar Reflection-Aware Neural Radiance Fields
2024NeurIPSPhyReconPhyrecon: Physically plausible neural scene reconstructionProjectGitHub
2025ICMLPhysicsNeRFPhysicsNeRF: Physics-Guided 3D Reconstruction from Sparse ViewsGitHub
2025CVPRPBR-NeRFPBR-NeRF: Inverse Rendering with Physics-Based Neural FieldsGitHub
2025CASTCAST: Component-Aligned 3D Scene Reconstruction from an RGB ImageProject