% Key papers for Adapting VLMs for zero-shot classification (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{iclr2022_simvlm_31079, title = {{SimVLM: Simple Visual Language Model Pretraining with Weak Supervision}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6262}, } @inproceedings{aaai2024_anomalygpt_5193, title = {{AnomalyGPT: Detecting Industrial Anomalies Using Large Vision-Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27963}, } @inproceedings{cvpr2024_vila_25185, title = {{VILA: On Pre-training for Visual Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30868}, } @inproceedings{cvpr2023_bidirectional_20476, title = {{Bidirectional Cross-Modal Knowledge Exploration for Video Recognition With Pre-Trained Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21577}, } @inproceedings{cvpr2024_adapting_22722, title = {{Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29250}, } @inproceedings{cvpr2023_visual_22539, title = {{Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/23021}, } @inproceedings{aaai2024_skyscript_7356, title = {{SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28393}, } @inproceedings{neurips2021_multimodal_62418, title = {{Multimodal Few-Shot Learning with Frozen Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27148}, } @inproceedings{cvpr2022_uni_20120, title = {{Uni-Perceiver: Pre-Training Unified Architecture for Generic Perception for Zero-Shot and Few-Shot Tasks}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{iclr2023_visual_33050, title = {{Visual Classification via Description from Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11733}, } @inproceedings{cvpr2024_grounding_23646, title = {{Grounding Everything: Emerging Localization Properties in Vision-Language Transformers}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29967}, } @inproceedings{cvpr2023_filtering_20996, title = {{Filtering, Distillation, and Hard Negatives for Vision-Language Pre-Training}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22259}, } @inproceedings{cvpr2023_teaching_22315, title = {{Teaching Structured Vision \& Language Concepts to Vision \& Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22718}, } @inproceedings{cvpr2024_dual_23279, title = {{Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31048}, } @inproceedings{cvpr2022_towards_20047, title = {{Towards General Purpose Vision Systems: An End-to-End Task-Agnostic Vision-Language Architecture}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2023_position_21900, title = {{Position-Guided Text Prompt for Vision-Language Pre-Training}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22379}, } @inproceedings{cvpr2024_improved_23767, title = {{Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31839}, } @inproceedings{cvpr2024_visual_25252, title = {{Visual Programming for Zero-shot Open-Vocabulary 3D Visual Grounding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30648}, } @inproceedings{cvpr2023_dear_20716, title = {{DeAR: Debiasing Vision-Language Models With Additive Residuals}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21167}, } @inproceedings{cvpr2024_the_25009, title = {{The Neglected Tails in Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30229}, } @inproceedings{cvpr2024_cplip_22931, title = {{CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30577}, } @inproceedings{cvpr2025_seeground_27602, title = {{SeeGround: See and Ground for Zero-Shot Open-Vocabulary 3D Visual Grounding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32903}, } @inproceedings{cvpr2025_skysense_27691, title = {{SkySense-O: Towards Open-World Remote Sensing Interpretation with Vision-Centric Visual-Language Modeling}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33431}, } @inproceedings{aaai2024_groundvlp_6166, title = {{GroundVLP: Harnessing Zero-Shot Visual Grounding from Vision-Language Pre-training and Open-Vocabulary Object Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28278}, } @inproceedings{cvpr2024_decomposing_23123, title = {{Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30353}, } @inproceedings{cvpr2024_large_23929, title = {{Large Language Models are Good Prompt Learners for Low-Shot Image Classification}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30926}, } @inproceedings{cvpr2025_mamba_26908, title = {{Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32595}, } @inproceedings{aaai2025_zero_11325, title = {{Zero-shot Video Moment Retrieval via Off-the-shelf Multimodal Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32971}, } @inproceedings{cvpr2024_label_23912, title = {{Label Propagation for Zero-shot Classification with Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29452}, } @inproceedings{iclr2024_fine_33863, title = {{Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative Instructions}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19212}, } @inproceedings{neurips2024_revisiting_70364, title = {{Revisiting Few-Shot Object Detection with Vision-Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97860}, }