% Key papers for Recaptioning and text-supervised pretraining (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{icml2021_scaling_39929, title = {{Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2021}, url = {https://icml.cc/virtual/2021/poster/10657}, } @inproceedings{neurips2022_laion_64694, title = {{LAION-5B: An open large-scale dataset for training next generation image-text models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55659}, } @inproceedings{cvpr2022_unified_20125, title = {{Unified Contrastive Learning in Image-Text-Label Space}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{aaai2018_stack_104007, title = {{Stack-Captioning: Coarse-to-Fine Learning for Image Captioning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/12266}, } @inproceedings{cvpr2022_general_18914, title = {{General Facial Representation Learning in a Visual-Linguistic Manner}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2023_maskclip_21529, title = {{MaskCLIP: Masked Self-Distillation Advances Contrastive Language-Image Pretraining}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/23245}, } @inproceedings{cvpr2023_prompt_21933, title = {{Prompt, Generate, Then Cache: Cascade of Foundation Models Makes Strong Few-Shot Learners}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22883}, } @inproceedings{cvpr2023_smallcap_22225, title = {{SmallCap: Lightweight Image Captioning Prompted With Retrieval Augmentation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21303}, } @inproceedings{neurips2023_datacomp_68836, title = {{DataComp: In search of the next generation of multimodal datasets}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73525}, } @inproceedings{neurips2022_multimodal_64919, title = {{Multimodal Contrastive Learning with LIMoE: the Language-Image Mixture of Experts}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54648}, } @inproceedings{neurips2023_quilt_67951, title = {{Quilt-1M: One Million Image-Text Pairs for Histopathology}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73608}, } @inproceedings{cvpr2022_robust_19750, title = {{Robust Cross-Modal Representation Learning With Progressive Self-Distillation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2024_mlip_24064, title = {{MLIP: Enhancing Medical Visual Representation with Divergence Encoder and Knowledge-guided Contrastive Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29392}, } @inproceedings{iclr2023_linearly_32149, title = {{Linearly Mapping from Image to Text Space}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/10815}, } @inproceedings{cvpr2024_learning_23972, title = {{Learning Vision from Models Rivals Learning Vision from Data}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29614}, } @inproceedings{neurips2022_contrastive_63871, title = {{Contrastive Language-Image Pre-Training with Knowledge Graphs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/53541}, } @inproceedings{cvpr2024_a_22658, title = {{A Simple Recipe for Language-guided Domain Generalized Segmentation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29196}, } @inproceedings{cvpr2024_capsfusion_22951, title = {{CapsFusion: Rethinking Image-Text Data at Scale}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29637}, } @inproceedings{cvpr2025_multimodal_27038, title = {{Multimodal Autoregressive Pre-training of Large Vision Encoders}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34237}, } @inproceedings{cvpr2023_learning_21417, title = {{Learning Visual Representations via Language-Guided Sampling}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/23019}, } @inproceedings{cvpr2024_image_23756, title = {{Image-Text Co-Decomposition for Text-Supervised Semantic Segmentation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29659}, } @inproceedings{aaai2024_bridging_5317, title = {{Bridging the Semantic Latent Space between Brain and Machine: Similarity Is All You Need}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29009}, } @inproceedings{cvpr2024_tamm_24935, title = {{TAMM: TriAdapter Multi-Modal Learning for 3D Shape Understanding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29780}, } @inproceedings{iclr2024_tag2text_35605, title = {{Tag2Text: Guiding Vision-Language Model via Image Tagging}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17468}, } @inproceedings{neurips2025_perception_76359, title = {{Perception Encoder: The best visual embeddings are not at the output of the network}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=INqBOmwIpG}, } @inproceedings{cvpr2024_do_23245, title = {{Do Vision and Language Encoders Represent the World Similarly?}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31676}, } @inproceedings{cvpr2024_enhancing_23375, title = {{Enhancing Vision-Language Pre-training with Rich Supervisions}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29766}, } @inproceedings{cvpr2024_pairaug_24427, title = {{PairAug: What Can Augmented Image-Text Pairs Do for Radiology?}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30664}, } @inproceedings{icml2024_scalable_44848, title = {{Scalable Pre-training of Large Autoregressive Image Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33604}, } @inproceedings{cvpr2025_active_25425, title = {{Active Data Curation Effectively Distills Large-Scale Multimodal Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/35213}, } @inproceedings{iclr2024_cobit_33744, title = {{CoBIT: A Contrastive Bi-directional Image-Text Generation Model}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19331}, } @inproceedings{iclr2024_t_34577, title = {{T-MARS: Improving Visual Representations by Circumventing Text Feature Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18497}, } @inproceedings{iclr2024_mofi_34398, title = {{MOFI: Learning Image Representations from Noisy Entity Annotated Images}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18677}, } @inproceedings{iclr2025_clibd_82790, title = {{CLIBD: Bridging Vision and Genomics for Biodiversity Monitoring at Scale}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29009}, } @inproceedings{cvpr2025_harnessing_26493, title = {{Harnessing Frozen Unimodal Encoders for Flexible Multimodal Alignment}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33930}, }