% Key papers for Empirical contrastive visual learning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2020_momentum_15902, title = {{Momentum Contrast for Unsupervised Visual Representation Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{icml2020_a_37883, title = {{A Simple Framework for Contrastive Learning of Visual Representations}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/6762}, } @inproceedings{cvpr2021_exploring_16979, title = {{Exploring Simple Siamese Representation Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{neurips2020_unsupervised_61056, title = {{Unsupervised Learning of Visual Features by Contrasting Cluster Assignments}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17010}, } @inproceedings{icml2020_data_38077, title = {{Data-Efficient Image Recognition with Contrastive Predictive Coding}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/6385}, } @inproceedings{cvpr2021_robust_17766, title = {{Robust Audio-Visual Instance Discrimination}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2022_when_20220, title = {{When Does Contrastive Visual Representation Learning Work?}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2022_unsupervised_20139, title = {{Unsupervised Deraining: Where Contrastive Learning Meets Self-Similarity}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2021_obow_17517, title = {{OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2021_jigsaw_17216, title = {{Jigsaw Clustering for Unsupervised Visual Representation Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{iclr2021_i_30330, title = {{\$i\$-Mix: A Domain-Agnostic Strategy for Contrastive Representation Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/2909}, } @inproceedings{neurips2020_unsupervised_61053, title = {{Unsupervised Learning of Dense Visual Representations}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18196}, } @inproceedings{aaai2022_perceiving_2546, title = {{Perceiving Stroke-Semantic Context: Hierarchical Contrastive Learning for Robust Scene Text Recognition}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/01702-perceiving-stroke-semantic-context-hierarchical-contrastive-learning-for-robust-scene-text-recognition/}, } @inproceedings{cvpr2022_knowledge_19133, title = {{Knowledge-Driven Self-Supervised Representation Learning for Facial Action Unit Recognition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2024_odcr_24309, title = {{ODCR: Orthogonal Decoupling Contrastive Regularization for Unpaired Image Dehazing}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29239}, } @inproceedings{iclr2021_viewmaker_30507, title = {{Viewmaker Networks: Learning Views for Unsupervised Representation Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/2544}, } @inproceedings{cvpr2023_maskcon_21530, title = {{MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21120}, } @inproceedings{neurips2021_local_62504, title = {{Local plasticity rules can learn deep representations using self-supervised contrastive predictions}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/28692}, } @inproceedings{cvpr2022_beyond_18360, title = {{Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2023_learning_21413, title = {{Learning Transformation-Predictive Representations for Detection and Description of Local Features}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22226}, } @inproceedings{neurips2024_connecting_71578, title = {{Connecting Joint-Embedding Predictive Architecture with Contrastive Self-supervised Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95692}, } @inproceedings{neurips2024_fine_70563, title = {{Fine-grained Image-to-LiDAR Contrastive Distillation with Visual Foundation Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96551}, } @inproceedings{aaai2025_rethinking_10536, title = {{Rethinking Masked Data Reconstruction Pretraining for Strong 3D Action Representation Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32324}, } @inproceedings{iclr2025_urlost_81835, title = {{URLOST: Unsupervised Representation Learning without Stationarity or Topology}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29948}, } @inproceedings{iclr2025_cr2pq_80709, title = {{CR2PQ: Continuous Relative Rotary Positional Query for Dense Visual Representation Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/31058}, }