% Key papers for CLIP training recipes and data curation (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{iclr2022_how_31868, title = {{How Much Can CLIP Benefit Vision-and-Language Tasks?}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6845}, } @inproceedings{iclr2022_supervision_31870, title = {{Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6406}, } @inproceedings{aaai2023_calip_3205, title = {{CALIP: Zero-Shot Enhancement of CLIP with Parameter-Free Attention}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25152}, } @inproceedings{aaai2024_an_5180, title = {{An Empirical Study of CLIP for Text-Based Person Search}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27801}, } @inproceedings{cvpr2023_turning_22427, title = {{Turning a CLIP Model Into a Scene Text Detector}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21866}, } @inproceedings{cvpr2023_hoiclip_21119, title = {{HOICLIP: Efficient Knowledge Transfer for HOI Detection With Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21598}, } @inproceedings{neurips2022_cyclip_64512, title = {{CyCLIP: Cyclic Contrastive Language-Image Pretraining}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54080}, } @inproceedings{cvpr2023_clippo_20546, title = {{CLIPPO: Image-and-Language Understanding From Pixels Only}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21069}, } @inproceedings{cvpr2023_ra_21961, title = {{RA-CLIP: Retrieval Augmented Contrastive Language-Image Pre-Training}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21186}, } @inproceedings{neurips2023_improving_68192, title = {{Improving CLIP Training with Language Rewrites}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71601}, } @inproceedings{icml2022_data_40404, title = {{Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/18149}, } @inproceedings{iclr2024_demystifying_33637, title = {{Demystifying CLIP Data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19438}, } @inproceedings{cvpr2023_non_21715, title = {{Non-Contrastive Learning Meets Language-Image Pre-Training}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22870}, } @inproceedings{neurips2022_uniclip_66480, title = {{UniCLIP: Unified Framework for Contrastive Language-Image Pre-training}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54544}, } @inproceedings{neurips2024_plip_73132, title = {{PLIP: Language-Image Pre-training for Person Representation Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94298}, } @inproceedings{cvpr2023_iclip_22602, title = {{iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual Recognition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21070}, } @inproceedings{aaai2025_clip_8347, title = {{CLIP-CID: Efficient CLIP Distillation via Cluster-Instance Discrimination}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35505}, } @inproceedings{neurips2024_fineclip_73805, title = {{FineCLIP: Self-distilled Region-based CLIP for Better Fine-grained Understanding}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93703}, } @inproceedings{cvpr2024_contrasting_23037, title = {{Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29738}, } @inproceedings{cvpr2025_proker_27301, title = {{ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32412}, } @inproceedings{aaai2024_mining_6644, title = {{Mining Fine-Grained Image-Text Alignment for Zero-Shot Captioning via Text-Only Training}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28260}, } @inproceedings{cvpr2025_finelip_26263, title = {{FineLIP: Extending CLIP's Reach via Fine-Grained Alignment with Longer Text Inputs}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32839}, } @inproceedings{aaai2025_text_10954, title = {{Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32534}, } @inproceedings{neurips2024_tripletclip_72774, title = {{TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94621}, } @inproceedings{cvpr2025_post_27284, title = {{Post-pre-training for Modality Alignment in Vision-Language Foundation Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32768}, } @inproceedings{neurips2025_meta_78053, title = {{Meta CLIP 2: A Worldwide Scaling Recipe}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=aYRNINhNGV}, } @inproceedings{cvpr2025_clip_25652, title = {{CLIP is Almost All You Need: Towards Parameter-Efficient Scene Text Retrieval without OCR}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33346}, } @inproceedings{cvpr2025_smartclip_27694, title = {{SmartCLIP: Modular Vision-language Alignment with Identification Guarantees}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34525}, } @inproceedings{iclr2024_retrieval_34726, title = {{Retrieval-Enhanced Contrastive Vision-Text Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18348}, } @inproceedings{neurips2024_interpreting_73787, title = {{Interpreting and Analysing CLIP's Zero-Shot Image Classification via Mutual Knowledge}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93719}, } @inproceedings{neurips2024_cliploss_74062, title = {{CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93467}, } @inproceedings{aaai2025_diffclip_8723, title = {{DiffCLIP: Few-shot Language-driven Multimodal Classifier}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34401}, } @inproceedings{cvpr2025_retaining_27437, title = {{Retaining Knowledge and Enhancing Long-Text Representations in CLIP through Dual-Teacher Distillation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33339}, }