Welcome to Awesome-Event-Imaging, a curated list of papers, projects, and resources related to event-based imaging. Event cameras have revolutionized the way we capture high-speed, high-dynamic-range, and low-latency visual information, and this repository serves as a comprehensive guide to the cutting-edge research and developments in this field.
This collection is designed to be a valuable resource for anyone interested in event-based imaging, whether you're a researcher, practitioner, or enthusiast. It includes works across various domains such as image reconstruction, super-resolution, motion deblurring, HDR imaging, and more. Whether you're just starting out or looking to dive deeper into the subject, you will find relevant papers, methodologies, and tools here.
You can explore and contribute to this list directly via the following Google Drive link:
Event Imaging Paper List
The Google Drive contains the most up-to-date papers, including important references, summaries, and highlights.
The list is categorized into the following topics for better navigation:
- 3D Gaussian Splitting
- Deblurring
- Event Super-Resolution (Event-SR)
- Light Field Imaging
- High Dynamic Range Imaging (HDR)
- Event-to-Image Reconstruction
- Event Denoising
- Low-Light Enhancement
- Motion Estimation and Flow
- ISR (Image Super-Resolution)
- Focal Stack and Depth Perception
- Browse Topics: Each topic section contains a list of relevant papers and methods. You can easily find high-impact papers related to your research area.
- Contribute: If you know of any papers or resources that are missing, feel free to open an issue or submit a pull request to update this list.
- Stay Updated: The list is regularly updated with new papers and findings. Be sure to check back for the latest in event imaging research.
Contributions are welcome! To contribute to this repository, please follow these steps:
- Fork this repository.
- Add any missing papers or resources to the appropriate section.
- Submit a pull request with a brief description of the changes.
| Year | Publication | Title | Highlight |
|---|
| 2024 | TPAMI | Fast Window-Based Event Denoising with Spatiotemporal Correlation Enhancement | Proposes a fast window-based method for event denoising by enhancing spatiotemporal correlations. |
| 2024 | Arxiv | Event-Stream Super Resolution using Sigma-Delta Neural Network | Presents a method for event-stream super-resolution using a Sigma-Delta neural network. |
| 2024 | Arxiv | Event-based Continuous Color Video Decompression from Single Frames | Focuses on continuous color video decompression using event data from single frames. |
| 2023 | ICCV | Unsupervised Video Deraining with an Event Camera | Introduces an unsupervised video deraining approach using event cameras. |
| 2023 | ICCV | Generalizing Event-based Motion Deblurring in Real-world Scenarios | Focuses on generalizing event-based motion deblurring for diverse real-world scenarios. |
| 2023 | IJCV | Deblurring Low-light Images with Events | Uses event data to enhance low-light image deblurring. |
| 2022 | TPAMI | Formulating Event-Based Image Reconstruction as a Linear Inverse Problem With Deep Regularization Using Optical Flow | Proposes a formulation for event-based image reconstruction as a linear inverse problem using optical flow and deep regularization. |
| 2022 | ECCV | Event-based Fusion for Motion Deblurring with Cross-modal Attention | Explores cross-modal attention for event-based fusion in motion deblurring. |
| 2022 | ECCV | Event-guided Deblurring of Unknown Exposure Time Videos | Focuses on event-guided deblurring for videos with unknown exposure times. |
| 2021 | CVPR | EventZoom: Learning to Denoise and Super Resolve Neuromorphic Events | Proposes EventZoom for denoising and super-resolution of neuromorphic events. |
| 2021 | CVPR | Back to Event Basics: Self-supervised Learning of Image Reconstruction for Event Cameras via Photometric Constancy | Introduces self-supervised learning for image reconstruction from event cameras based on photometric constancy. |
| 2021 | CVPR | Image Reconstruction from Neuromorphic Event Cameras Using Laplacian-Prediction and Poisson Integration with Spiking and Artificial Neural Networks | Combines laplacian-prediction and Poisson integration for image reconstruction from event cameras using neural networks. |
| 2021 | ICCV | EventGAN: Leveraging Large Scale Image Datasets for Event Cameras | Uses large-scale image datasets for training EventGAN to enhance event camera image reconstruction. |
| 2020 | CVPR | Learning to Super Resolve Intensity Images from Events | Focuses on super-resolution of intensity images from events. |
| 2020 | ECCV | Reducing the Sim-to-Real Gap for Event Cameras | Proposes methods to reduce the simulation-to-reality gap for event cameras. |
| 2020 | ICIP | Event-based High Frame-rate Video Reconstruction with a Novel Cycle-Event Network | Introduces a cycle-event network for high frame-rate video reconstruction from event data. |
| 2020 | WACV | Fast Image Reconstruction with an Event Camera | A fast approach to image reconstruction using event cameras. |
| 2018 | IJCV | Real-time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation | Proposes real-time intensity-image reconstruction for event cameras using manifold regularization. |
| Topic | Year | Publication | Title | Highlight |
|---|
| VFI | 2024 | AAAI | Video Frame Prediction from a Single Image and Events | |
| VFI | 2024 | Arxiv | Event-based Continuous Color Video Decompression from Single Frames | |
| VFI | 2024 | Arxiv | Event-Enhanced Snapshot Compressive Videography at 10K FPS | |
| VFI | 2024 | CVPR | TTA-EVF: Test-Time Adaptation for Event-based Video Frame Interpolation via Reliable Pixel and Sample Estimation | |
| VFI | 2024 | CVPR | Video Frame Interpolation via Direct Synthesis with the Event-based ReferenceVideo Frame Interpolation via Direct Synthesis with the Event-based Reference | |
| VFI | 2024 | TMM | Video Frame Interpolation With Stereo Event and Intensity Cameras | |
| VFI | 2023 | AAAI | SVFI: spiking-based video frame interpolation for high-speed motion | |
| VFI | 2023 | Arxiv | IDO-VFI: Identifying Dynamics via Optical Flow Guidance for Video Frame Interpolation with Events | |
| VFI | 2023 | Arxiv | MAEVI: Motion Aware Event-Based Video Frame Interpolation | |
| VFI | 2023 | CVPR | 1000 FPS HDR Video With a Spike-RGB Hybrid Camera | |
| VFI | 2023 | CVPR | Event-based video frame interpolation with cross-modal asymmetric bidirectional motion fields | |
| VFI | 2023 | ICRA | E-VFIA: Event-Based video frame interpolation with attention | |
| VFI | 2023 | IROS | Revisiting Event-based Video Frame Interpolation | |
| VFI | 2022 | CVPR | Time lens++: Event-based frame interpolation with parametric non-linear flow and multi-scale fusion | |
| VFI | 2022 | CVPR | Timereplayer: Unlocking the potential of event cameras for video interpolation | |
| VFI | 2022 | ECCV | Video interpolation by event-driven anisotropic adjustment of optical flow | |
| VFI | 2021 | ICCV | Training weakly supervised video frame interpolation with events | |
| VFI;Dataset | 2021 | CVPR | Efi-net: Video frame interpolation from fusion of events and frames | |
| VFI;Dataset | 2021 | CVPR | Time lens: Event-based video frame interpolation | |
| VFI;Deblurring | 2024 | CVPR | Latency Correction for Event-guided Deblurring and Frame Interpolation | |
| VFI;Deblurring | 2023 | CVPR | Event-based blurry frame interpolation under blind exposure | |
| VFI;Deblurring | 2023 | CVPR | Event-based frame interpolation with ad-hoc deblurring | |
| VFI;Deblurring | 2022 | CVPR | E-cir: Event-enhanced continuous intensity recovery | |
| VFI;Deblurring | 2022 | CVPR | Unifying motion deblurring and frame interpolation with events | |
| VFI;Deblurring | 2020 | ECCV | Learning event-driven video deblurring and interpolation | |
| VFI;Deblurring | 2019 | CVPR | Bringing a blurry frame alive at high frame-rate with an event camera | |
| VFI;Deblurring;RSC | 2024 | CVIU | Neural image re-exposure | |
| VFI;Deblurring;RSC | 2024 | ECCV | UniINR: Event-Guided Unified Rolling Shutter Correction, Deblurring, and Interpolation | |
| VFI;HDR | 2019 | CVPR | Event-based high dynamic range image and very high frame rate video generation using conditional generative adversarial networks | |
| VFI;HDR | 2019 | TPAMI | High speed and high dynamic range video with an event camera | |
| VFI;LowLightEnhancement | 2024 | SIGRAPH AISA | From Sim-to-Real: Toward General Event-based Low-light Frame Interpolation with Per-scene Optimization | |
| VFI;RSC | 2024 | Arxiv | Self-supervised Learning of Event-guided Video Frame Interpolation for Rolling Shutter Frames | |
| VFI;VSR | 2024 | Arxiv | HR-INR: Continuous Space-Time Video Super-Resolution via Event Camera | |
| VFI;VSR;Deblurring;RSC;HDR;Benchmarking | 2024 | TPAMI | EventAid: Benchmarking Event-aided Image/Video Enhancement Algorithms with Real-captured Hybrid Dataset | |
| Year | Publication | Title | Highlight |
|---|
| 2024 | ACMMM | Color4E: Event Demosaicing for Full-color Event Guided Image Deblurring | Focuses on color restoration in event-guided image deblurring by fusing mosaic color events to avoid color bleeding artifacts. Proposes Color4E network for enhancing color restoration and deblurring quality. |
| 2024 | CVPR | Frequency-aware Event-based Video Deblurring for Real-World Motion Blur | Addresses video deblurring by restoring sharp frames from blurred clips, using event cameras to capture motion information asynchronously. |
| 2024 | ECCV | Towards Real-world Event-guided Low-light Video Enhancement and Deblurring | Proposes a framework for event-guided low-light video enhancement and deblurring in real-world scenarios. |
| 2023 | ICCV | Generalizing Event-based Motion Deblurring in Real-world Scenarios | Focuses on generalizing event-based motion deblurring to handle various real-world scenarios. |
| 2023 | ICCV | Non-coaxial Event-guided Motion Deblurring with Spatial Alignment | Explores non-coaxial event-guided motion deblurring by incorporating spatial alignment for enhanced accuracy. |
| 2023 | IJCV | Deblurring Low-light Images with Events | Uses event-based data to enhance low-light image deblurring in challenging conditions. |
| 2022 | ECCV | Event-based Fusion for Motion Deblurring with Cross-modal Attention | Introduces event-based fusion for motion deblurring, leveraging cross-modal attention mechanisms to improve deblurring accuracy. |
| 2022 | ECCV | Event-guided Deblurring of Unknown Exposure Time Videos | Focuses on event-guided deblurring for videos with unknown exposure times. |
| 2021 | ICCV | Bringing Events into Video Deblurring with Non-consecutively Blurry Frames | Discusses integrating events into video deblurring using non-consecutive blurry frames. |
| 2021 | ICCV | Motion Deblurring with Real Events | Explores the use of real event data for motion deblurring. |
| 2020 | CVPR | Learning Event-based Motion Deblurring | Proposes a learning-based approach to event-based motion deblurring. |
| Topic | Year | Publication | Title | Highlight |
|---|
| RSC;Deblurring | 2023 | CVPR | Evshutter: Transforming events for unconstrained rolling shutter correction | |
| RSC;Deblurring | 2022 | CVPR | Evunroll: Neuromorphic events based rolling shutter image correction | |
| Topic | Year | Publication | Title | Highlight |
|---|
| VSR | 2024 | ECCV | Event-Adapted Video Super-Resolution | |
| VSR | 2024 | ICML | EvTexture: Event-driven Texture Enhancement for Video Super-Resolution | |
| VSR | 2023 | CVPR | Learning spatial-temporal implicit neural representations for event-guided video super-resolution | |
| VSR | 2023 | ICIP | Video Super-Resolution Via Event-Driven Temporal Alignment | |
| VSR | 2021 | CVPR | Turning Frequency to Resolution: Video Super-resolution via Event Cameras | |
| VSR;Deblurring;Denoising | 2020 | CVPR | Joint filtering of intensity images and neuromorphic events for high-resolution noise-robust imaging | |
| VSR;Deblurring;Denoising | 2020 | ECCV | Event enhanced high-quality image recovery | |
| Topic | Year | Publication | Title | Highlight |
|---|
| LowLightEnhancement | 2024 | ACMMM | Exploring in Extremely Dark: Low-Light Video Enhancement with Real Events | |
| LowLightEnhancement | 2024 | Arxiv | EvLight++: Low-Light Video Enhancement with an Event Camera: A Large-Scale Real-World Dataset, Novel Method, and More | |
| LowLightEnhancement | 2024 | Arxiv | HUE Dataset: High-Resolution Event and Frame Sequences for Low-Light Vision | |
| LowLightEnhancement | 2024 | CVPR | Seeing Motion at Nighttime with an Event Camera | |
| LowLightEnhancement | 2024 | CVPR | Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach | |
| LowLightEnhancement | 2023 | AAAI | Low-Light Video Enhancement with Synthetic Event Guidance | |
| LowLightEnhancement | 2023 | ICCV | Coherent event guided low-light video enhancement | |
| LowLightEnhancement | 2023 | IJCNN | Event-Guided Attention Network for Low Light Image Enhancement | |
| LowLightEnhancement | 2023 | JVCIR | Event-guided low light image enhancement via a dual branch GAN | |
| LowLightEnhancement | 2023 | TMM | Event-Based Low-Illumination Image Enhancement | |
| Year | Publication | Title | Highlight |
|---|
| 2024 | ACCV | Event-based Image Enhancement Under High Dynamic Range Scenarios | Focuses on event-based image enhancement for HDR scenarios. |
| 2024 | Arxiv | Event-based Asynchronous HDR Imaging by Temporal Incident Light Modulation | Proposes a method for asynchronous HDR imaging using temporal light modulation with event cameras. |
| 2024 | Arxiv | HDR Imaging for Dynamic Scenes with Events | Discusses HDR imaging techniques for dynamic scenes using event cameras. |
| 2024 | ECCV | Temporal-Mapping Photography for Event Cameras | Explores temporal-mapping photography for event cameras to improve HDR imaging. |
| 2024 | Neurocomputing | Generalizing Event-based HDR Imaging to Various Exposures | Generalizes event-based HDR imaging for handling various exposures in dynamic scenes. |
| 2024 | Remote Sensing | ERS-HDRI: Event-Based Remote Sensing HDR Imaging | Introduces an event-based HDR imaging method for remote sensing applications. |
| 2023 | CVPR | Learning Event Guided High Dynamic Range Video Reconstruction | Focuses on event-guided high dynamic range video reconstruction. |
| 2023 | TPAMI | EventHDR: From Event to High-Speed HDR Videos and Beyond | Presents a framework for HDR video generation using event cameras and extends to high-speed videos. |
| 2022 | CVPR | Multi-Bracket High Dynamic Range Imaging With Event Cameras | Proposes multi-bracket HDR imaging with event cameras for enhanced dynamic range. |
| 2021 | ICCV | An Asynchronous Kalman Filter for Hybrid Event Cameras | Introduces an asynchronous Kalman filter for hybrid event cameras in HDR imaging. |
| 2020 | CVPR | Neuromorphic Camera Guided High Dynamic Range Imaging | Focuses on HDR imaging using neuromorphic cameras for enhanced dynamic range. |
| Year | Publication | Title | Highlight |
|---|
| 2024 | ACM-MM | SpikeGS: 3D Gaussian Splatting from Spike Streams with High-Speed Camera Motion | This paper explores 3D Gaussian splatting using spike stream data captured from high-speed camera motion. |
| 2024 | MLSP | Ev-GS: Event-based Gaussian Splatting for Efficient and Accurate Radiance Field Rendering | Introduces an efficient and accurate event-based Gaussian splatting method for radiance field rendering. |
| 2024 | Arxiv | E-3DGS: Gaussian Splatting with Exposure and Motion Events | Discusses the integration of exposure and motion events in 3D Gaussian splatting. |
| 2024 | Arxiv | EaDeblur-GS: Event-Assisted 3D Deblur Reconstruction with Gaussian Splatting | Proposes a 3D deblurring reconstruction method with event-based assistance. |
| 2024 | Arxiv | EF-3DGS: Event-Aided Free-Trajectory 3D Gaussian Splatting | Describes free-trajectory 3D Gaussian splatting aided by event data. |
| 2024 | Arxiv | Elite-EvGS: Learning Event-Based 3D Gaussian Splatting by Distilling Event-to-Video Priors | Introduces a method of learning event-to-video priors to optimize event-driven 3D Gaussian splatting. |
| 2024 | Arxiv | EvaGaussians: Event Stream Assisted Gaussian Splatting from Blurry Images | Uses event stream data to assist in Gaussian splatting from blurry images. |
| 2024 | Arxiv | Event-Boosted Deformable 3D Gaussians for Fast Dynamic Scene Reconstruction | Presents an event-boosted deformable 3D Gaussian method for fast dynamic scene reconstruction. |
| 2024 | Arxiv | GS-EVT: Cross-Modal Event Camera Tracking Based on Gaussian Splatting | Explores cross-modal event camera tracking using Gaussian splatting techniques. |
| 2024 | Arxiv | INCEVENTGS: Pose-Free Gaussian Splatting from a Single Event Camera | Introduces pose-free Gaussian splatting using data from a single event camera. |
| 2024 | CORL | Event3DGS: Event-Based 3D Gaussian Splatting for High-Speed Robot Egomotion | Focuses on event-based 3D Gaussian splatting for high-speed robot egomotion. |
| 2024 | ICIP | E2GS: Event Enhanced Gaussian Splatting | Explores event-enhanced Gaussian splatting techniques for improved performance. |
| 2024 | ICML | EvGGS: A Collaborative Learning Framework for Event-Based Generalizable Gaussian Splatting | Proposes a collaborative learning framework for generalizable event-based Gaussian splatting. |
| 2024 | MLSP Workshop | EV-GS: Event-Based Gaussian Splatting | Discusses the application of event-based Gaussian splatting in various contexts. |
| Topic | Year | Publication | Title |
|---|
| NeRF | 2024 | CVPR | Mitigating motion blur in neural radiance fields with events and frames |
| NeRF | 2024 | ICCV | Deformable neural radiance fields using rgb and event cameras |
| NeRF | 2023 | CVPR | Eventnerf: Neural radiance fields from a single colour event camera |
| NeRF | 2023 | ICCV | E2nerf: Event enhanced neural radiance fields from blurry images |
| NeRF | 2023 | ICCV | Robust e-nerf: Nerf from sparse & noisy events under non-uniform motion |
| NeRF | 2023 | RAL | E-nerf: Neural radiance fields from a moving event camera |
| Topic | Year | Publication | Title | Highlight |
|---|
| Light Field | 2024 | CVPR | Time-Efficient Light-Field Acquisition Using Coded Aperture and Events | |
| Light Field | 2024 | IEEE VF VRW | Event Synthesis for Light Field Videos using Recurrent Neural Networks | |
| Light Field | 2024 | Nature Light S&A | EventLFM: event camera integrated Fourier light field microscopy for ultrafast 3D imaging | |
| Light Field | 2024 | Arxiv | Event fields: Capturing light fields at high speed, resolution, and dynamic range | |
| Light Field | 2023 | TVCG | EV-LFV: Synthesizing Light Field Event Streams from an Event Camera and Multiple RGB Cameras | |
| Topic | Year | Publication | Title | Highlight |
|---|
| OpticalFlow | 2024 | CVPR | Efficient Meshflow and Optical Flow Estimation from Event Cameras | |
| OpticalFlow | 2024 | ICCV | Learning optical flow from event camera with rendered dataset | |
| OpticalFlow | 2023 | CVPR | Live Demonstration: Tangentially Elongated Gaussian Belief Propagation for Event-based Incremental Optical Flow Estimation | |
| OpticalFlow | 2023 | ICCV | Event-based temporally dense optical flow estimation with sequential learning | |
| OpticalFlow | 2023 | ICCV | Rpeflow: Multimodal fusion of rgb-pointcloud-event for joint optical flow and scene flow estimation | |
| OpticalFlow | 2023 | ICCV | Taming contrast maximization for learning sequential, low-latency, event-based optical flow | |
| OpticalFlow | 2023 | ICCV | TMA: Temporal motion aggregation for event-based optical flow | |
| OpticalFlow | 2023 | ICRA | Adaptive-spikenet: event-based optical flow estimation using spiking neural networks with learnable neuronal dynamics | |
| OpticalFlow | 2022 | ECCV | Secrets of event-based optical flow | |
| OpticalFlow | 2020 | CVPR | Single image optical flow estimation with an event camera | |
| OpticalFlow | 2020 | ECCV | Spike-flownet: event-based optical flow estimation with energy-efficient hybrid neural networks | |
| OpticalFlow | 2019 | CVPR | Focus is all you need: Loss functions for event-based vision | |
| OpticalFlow | 2018 | CVPR | A unifying contrast maximization framework for event cameras, with applications to motion, depth, and optical flow estimation | |
| Year | Publication | Title | Highlight |
|---|
| 2023 | CVPR | All-in-focus Imaging from Event Focal Stack | Introduces an all-in-focus imaging approach using an event focal stack for improved depth-of-field. |
| Topic | Year | Publication | Title | Highlight |
|---|
| Photometric Bundle Adjustment | 2024 | PAMI | Event-3DGS: Event-based 3D Reconstruction Using 3D Gaussian Splatting | |
| Photometric stereo | 2024 | CVPR | EventPS: Real-Time Photometric Stereo Using an Event Camera | |
| Photometric stereo | 2023 | Arxiv | Event Fusion Photometric Stereo Network | |
| Photometric stereo | 2021 | ICCV | Event-based Bispectral Photometry using Temporally Modulated Illumination | |
This project is licensed under the MIT License - see the LICENSE file for details.