Data-Free Transfer
August 29, 2025 ยท View on GitHub
ICML-2021Learning Transferable Visual Models From Natural Language Supervision
- Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, Gretchen Krueger, Ilya Sutskever
ECCV-2022Extract Free Dense Labels from CLIP
- Chong Zhou, Chen Change Loy, Bo Dai
NeurIPS-2022ReCo: Retrieve and Co-segment for Zero-shot Transfer
- Gyungin Shin, Weidi Xie, Samuel Albanie
AAAI-2023CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention
- Ziyu Guo, Renrui Zhang, Longtian Qiu, Xianzheng Ma, Xupeng Miao, Xuming He, Bin Cui
ICLR-2023Visual Classification via Description from Large Language Models
- Sachit Menon, Carl Vondrick
CVPR-2023Texts as Images in Prompt Tuning for Multi-Label Image Recognition
- Zixian Guo, Bowen Dong, Zhilong Ji, Jinfeng Bai, Yiwen Guo, Wangmeng Zuo
CVPRW-2023Diversity is Definitely Needed: Improving Model-Agnostic Zero-shot Classification via Stable Diffusion
- Jordan Shipard, Arnold Wiliem, Kien Nguyen Thanh, Wei Xiang, Clinton Fookes
ICML-2023CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets
- Zachary Novack, Julian McAuley, Zachary Chase Lipton, Saurabh Garg
ICMLW-2023A ChatGPT Aided Explainable Framework for Zero-Shot Medical Image Diagnosis- Jiaxiang Liu, Tianxiang Hu, Yan Zhang, Xiaotang Gai, Yang Feng, Zuozhu Liu
ICCV-2023What Does a Platypus Look Like? Generating Customized Prompts for Zero-Shot Image Classification
- Sarah Pratt, Ian Covert, Rosanne Liu, Ali Farhadi
ICCV-2023SuS-X: Training-Free Name-Only Transfer of Vision-Language Models
- Vishaal Udandarao, Ankush Gupta, Samuel Albanie
ICCV-2023Waffling around for Performance: Visual Classification with Random Words and Broad Concepts
- Karsten Roth*, Jae Myung Kim*, A Koepke, Oriol Vinyals, Cordelia Schmid, Zeynep Akata
NeurIPS-2023Neural Priming for Sample-Efficient Adaptation
- Matthew Wallingford, Vivek Ramanujan, Alex Fang, Aditya Kusupati, Roozbeh Mottaghi, Aniruddha Kembhavi, Ludwig Schmidt, Ali Farhadi
NeurIPS-2023ChatGPT-Powered Hierarchical Comparisons for Image Classification
- Zhiyuan Ren, Yiyang Su, Xiaoming Liu
EMNLP-2023Prompting Scientific Names for Zero-Shot Species Recognition- Shubham Parashar, Zhiqiu Lin, Yanan Li, Shu Kong
arXiv 2023TAP: Targeted Prompting for Task Adaptive Generation of Textual Training Instances for Visual Classification
- M Jehanzeb Mirza, Leonid Karlinsky, Wei Lin, Horst Possegger, Rogerio Feris, Horst Bischof
CVPR-2024Grounding Everything: Emerging Localization Properties in Vision-Language Transformers
- Walid Bousselham, Felix Petersen, Vittorio Ferrari, Hilde Kuehne
CVPR-2024The Neglected Tails in Vision-Language Models
- Shubham Parashar, Zhiqiu Lin, Tian Liu, Xiangjue Dong, Yanan Li, Deva Ramanan, James Caverlee, Shu Kong
ICML-2024Envisioning Outlier Exposure by Large Language Models for Out-of-Distribution Detection
- Chentao Cao, Zhun Zhong, Zhanke Zhou, Yang Liu, Tongliang Liu, Bo Han
ECCV-2024Meta-Prompting for Automating Zero-shot Visual Recognition with LLMs
- M Jehanzeb Mirza, Leonid Karlinsky, Wei Lin, Sivan Doveh, Jakub Micorek, Mateusz Kozinski, Hilde Kuehne, Horst Possegger
ECCV-2024SCLIP: Rethinking Self-Attention for Dense Vision-Language Inference
- Feng Wang, Jieru Mei, Alan Yuille
ECCV-2024ClearCLIP: Decomposing CLIP Representations for Dense Vision-Language Inference
- Mengcheng Lan, Chaofeng Chen, Yiping Ke, Xinjiang Wang, Litong Feng, Wayne Zhang
ECCV-2024ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary Segmentation
- Mengcheng Lan, Chaofeng Chen, Yiping Ke, Xinjiang Wang, Litong Feng, Wayne Zhang
ECCV-2024TAG: Text Prompt Augmentation for Zero-Shot Out-of-Distribution Detection
- Xixi Liu, Christopher Zach
ICPR-2024Text-Enhanced Zero-Shot Action Recognition: A Training-Free Approach
- Massimo Bosetti, Shibingfeng Zhang, Bendetta Liberatori, Giacomo Zara, Elisa Ricci, Paolo Rota
ACMFAccT-2024Embracing Diversity: Interpretable Zero-shot Classification Beyond One Vector Per Class- Mazda Moayeri, Michael Rabbat, Mark Ibrahim, Diane Bouchacourt
arXiv 2024Training-Free Semantic Segmentation via LLM-Supervision- Wenfang Sun, Yingjun Du, Gaowen Liu, Ramana Kompella, Cees GM Snoek
arXiv 2024Just Say the Name: Online Continual Learning with Category Names Only via Data Generation- Minhyuk Seo, Seongwon Cho, Minjae Lee, Diganta Misra, Hyeonbeom Choi, Seon Joo Kim, Jonghyun Choi
WACV-2025Pay Attention to Your Neighbours: Training-Free Open-Vocabulary Semantic Segmentation
- Sina Hajimiri, Ismail Ben Ayed, Jose Dolz
WACV-2025Enhancing Visual Classification using Comparative Descriptors
- Hankyeol Lee, Gawon Seo, Wonseok Choi, Geunyoung Jung, Kyungwoo Song, Jiyoung Jung
AAAI-2025Learning to Prompt with Text Only Supervision for Vision-Language Models
- Muhammad Uzair Khattak, Muhammad Ferjad Naeem, Muzammal Naseer, Luc Van Gool, Federico Tombari
ICCV-2025Plug-in Feedback Self-adaptive Attention in CLIP for Training-free Open-Vocabulary Segmentation
- Zhixiang Chi, Yanan Wu, Li Gu, Huan Liu, Ziqiang Wang, Yang Zhang, Yang Wang, Konstantinos N. Plataniotis
ICME-2025Attributed Synthetic Data Generation for Zero-shot Domain-specific Image Classification- Shijian Wang, Linxin Song, Ryotaro Shimizu, Masayuki Goto, Hanqian Wu
PR-2025A Closer Look at the Explainability of Contrastive Language-Image Pre-training
- Yi Li, Hualiang Wang, Yiqun Duan, Jiheng Zhang, Xiaomeng Li
arXiv 2025Making Better Mistakes in CLIP-based Zero-Shot Classification with Hierarchy-Aware Language Prompts
- Tong Liang, Jim Davis