% Key papers for Efficient image transformers (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2022_uformer_20110, title = {{Uformer: A General U-Shaped Transformer for Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2021_image_17163, title = {{Image Super-Resolution With Non-Local Sparse Attention}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2023_learning_21426, title = {{Learning a Sparse Transformer Network for Effective Image Deraining}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/23196}, } @inproceedings{cvpr2023_lite_21449, title = {{Lite-Mono: A Lightweight CNN and Transformer Architecture for Self-Supervised Monocular Depth Estimation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21605}, } @inproceedings{cvpr2022_mask_19314, title = {{Mask-Guided Spectral-Wise Transformer for Efficient Hyperspectral Image Reconstruction}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2021_pose_17629, title = {{Pose Recognition With Cascade Transformers}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2022_transgeo_20079, title = {{TransGeo: Transformer Is All You Need for Cross-View Image Geo-Localization}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2024_adapt_22719, title = {{Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29906}, } @inproceedings{cvpr2022_transvpr_20084, title = {{TransVPR: Transformer-Based Place Recognition With Multi-Level Attention Aggregation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2024_efficient_23331, title = {{Efficient LoFTR: Semi-Dense Local Feature Matching with Sparse-Like Speed}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31160}, } @inproceedings{neurips2022_cross_66352, title = {{Cross Aggregation Transformer for Image Restoration}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55335}, } @inproceedings{cvpr2023_r2former_21960, title = {{R2Former: Unified Retrieval and Reranking Transformer for Place Recognition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/23298}, } @inproceedings{aaai2023_spatial_4713, title = {{Spatial-Spectral Transformer for Hyperspectral Image Denoising}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25221}, } @inproceedings{aaai2023_shadowformer_4678, title = {{ShadowFormer: Global Context Helps Shadow Removal}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25148}, } @inproceedings{cvpr2016_learning_11677, title = {{Learning to Match Aerial Images With Deep Attentive Architectures}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{cvpr2022_matteformer_19321, title = {{MatteFormer: Transformer-Based Image Matting via Prior-Tokens}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2023_optimization_21789, title = {{Optimization-Inspired Cross-Attention Transformer for Compressive Sensing}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22932}, } @inproceedings{cvpr2022_knn_19123, title = {{KNN Local Attention for Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2022_guideformer_18967, title = {{GuideFormer: Transformers for Image Guided Depth Completion}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{neurips2022_degradation_66116, title = {{Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55313}, } @inproceedings{cvpr2024_correlation_23051, title = {{Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31722}, } @inproceedings{cvpr2024_boq_22857, title = {{BoQ: A Place is Worth a Bag of Learnable Queries}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30598}, } @inproceedings{aaai2025_can_8386, title = {{Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization Through Spare-Coding Transformer}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32754}, } @inproceedings{cvpr2024_homoformer_23712, title = {{HomoFormer: Homogenized Transformer for Image Shadow Removal}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31163}, } @inproceedings{aaai2025_rethinking_10539, title = {{Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image Denoising}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32506}, } @inproceedings{cvpr2024_ufc_25100, title = {{UFC-Net: Unrolling Fixed-point Continuous Network for Deep Compressive Sensing}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30588}, } @inproceedings{aaai2025_occlusion_10154, title = {{Occlusion-Embedded Hybrid Transformer for Light Field Super-Resolution}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32940}, } @inproceedings{cvpr2024_dual_23281, title = {{Dual Prior Unfolding for Snapshot Compressive Imaging}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31424}, } @inproceedings{aaai2024_dual_5763, title = {{Dual-Window Multiscale Transformer for Hyperspectral Snapshot Compressive Imaging}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28190}, } @inproceedings{cvpr2024_dual_23285, title = {{Dual-Scale Transformer for Large-Scale Single-Pixel Imaging}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31634}, } @inproceedings{aaai2024_efficient_5809, title = {{Efficient Lightweight Image Denoising with Triple Attention Transformer}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28604}, } @inproceedings{aaai2025_efficient_8898, title = {{Efficient Attention-Sharing Information Distillation Transformer for Lightweight Single Image Super-Resolution}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32687}, } @inproceedings{cvpr2024_improving_23780, title = {{Improving Spectral Snapshot Reconstruction with Spectral-Spatial Rectification}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30794}, } @inproceedings{aaai2025_detail_8706, title = {{Detail Matters: Mamba-Inspired Joint Unfolding Network for Snapshot Spectral Compressive Imaging}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32707}, } @inproceedings{aaai2025_motion_9997, title = {{Motion-adaptive Transformer for Event-based Image Deblurring}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32967}, } @inproceedings{neurips2024_taptrv2_71101, title = {{TAPTRv2: Attention-based Position Update Improves Tracking Any Point}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96113}, } @inproceedings{neurips2024_single_72258, title = {{Single Image Reflection Separation via Dual-Stream Interactive Transformers}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95086}, } @inproceedings{aaai2024_multi_6684, title = {{Multi-Constellation-Inspired Single-Shot Global LiDAR Localization}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28908}, }