Methods › Computer Vision › Image Data Augmentation › CutMix
CutMix
Introduced by Sangdoo Yun et al. in CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
CutMix is an image data augmentation strategy. Instead of simply removing pixels as in Cutout, we replace the removed regions with a patch from another image. The ground truth labels are also mixed proportionally to the number of pixels of combined images. The added patches further enhance localization ability by requiring the model to identify the object from a partial view.
Papers archive 2025-07-28
30 shown of 208, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Pattern-Based Phase-Separation of Tracer and Dispersed Phase Particles in Two-Phase Defocusing Particle Tracking Velocimetry 22 Jun 2025 · 0 repositories · arXiv:2506.18157
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Compositional Attribute Imbalance in Vision Datasets 17 Jun 2025 · 0 repositories · arXiv:2506.14418
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SAINT: Attention-Based Modeling of Sub-Action Dependencies in Multi-Action Policies 17 May 2025 · 1 repository · arXiv:2505.12109
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MediAug: Exploring Visual Augmentation in Medical Imaging 26 Apr 2025 · 1 repository · arXiv:2504.18983
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Event-Based Crossing Dataset (EBCD) 21 Mar 2025 · 1 repository · arXiv:2503.17499
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Similarity-Aware Token Pruning: Your VLM but Faster 14 Mar 2025 · 1 repository · arXiv:2503.11549
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WalnutData: A UAV Remote Sensing Dataset of Green Walnuts and Model Evaluation 27 Feb 2025 · 1 repository · arXiv:2502.20092
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Towards Understanding Why Data Augmentation Improves Generalization 13 Feb 2025 · 0 repositories · arXiv:2502.08940
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Vision-Integrated LLMs for Autonomous Driving Assistance : Human Performance Comparison and Trust Evaluation 6 Feb 2025 · 0 repositories · arXiv:2502.06843
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YOLOv4: A Breakthrough in Real-Time Object Detection 6 Feb 2025 · 0 repositories · arXiv:2502.04161
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ASCenD-BDS: Adaptable, Stochastic and Context-aware framework for Detection of Bias, Discrimination and Stereotyping 4 Feb 2025 · 0 repositories · arXiv:2502.02072
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SPFFNet: Strip Perception and Feature Fusion Spatial Pyramid Pooling for Fabric Defect Detection 3 Feb 2025 · 0 repositories · arXiv:2502.01445
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Efficient Object Detection of Marine Debris using Pruned YOLO Model 27 Jan 2025 · 0 repositories · arXiv:2501.16571
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TdAttenMix: Top-Down Attention Guided Mixup 26 Jan 2025 · 1 repository · arXiv:2501.15409
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DeepIFSAC: Deep Imputation of Missing Values Using Feature and Sample Attention within Contrastive Framework 19 Jan 2025 · 1 repository · arXiv:2501.10910
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Computational Analysis of Yaredawi YeZema Silt in Ethiopian Orthodox Tewahedo Church Chants 25 Dec 2024 · 1 repository · arXiv:2412.18788
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Object Detection Approaches to Identifying Hand Images with High Forensic Values 21 Dec 2024 · 0 repositories · arXiv:2412.16431
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Exploring Machine Learning Engineering for Object Detection and Tracking by Unmanned Aerial Vehicle (UAV) 19 Dec 2024 · 0 repositories · arXiv:2412.15347
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J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation 25 Nov 2024 · 0 repositories · arXiv:2411.16568
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Provable Benefit of Cutout and CutMix for Feature Learning 31 Oct 2024 · 0 repositories · arXiv:2410.23672
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A Survey on Deep Tabular Learning 15 Oct 2024 · 0 repositories · arXiv:2410.12034
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Impact of Regularization on Calibration and Robustness: from the Representation Space Perspective 5 Oct 2024 · 0 repositories · arXiv:2410.03999
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SAFLEX: Self-Adaptive Augmentation via Feature Label Extrapolation 3 Oct 2024 · 0 repositories · arXiv:2410.02512
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UICE-MIRNet guided image enhancement for underwater object detection 24 Sep 2024 · 0 repositories
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Privacy-Preserving Split Learning with Vision Transformers using Patch-Wise Random and Noisy CutMix 2 Aug 2024 · 0 repositories · arXiv:2408.01040
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SUMix: Mixup with Semantic and Uncertain Information 10 Jul 2024 · 2 repositories · arXiv:2407.07805Syntology ran 3 of 6 samples · 3 unverified
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Enhanced Long-Tailed Recognition with Contrastive CutMix Augmentation 6 Jul 2024 · 2 repositories · arXiv:2407.04911
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Semantic Compositions Enhance Vision-Language Contrastive Learning 1 Jul 2024 · 0 repositories · arXiv:2407.01408
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Back to the Color: Learning Depth to Specific Color Transformation for Unsupervised Depth Estimation 11 Jun 2024 · 1 repository · arXiv:2406.07741
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A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification 22 May 2024 · 0 repositories · arXiv:2405.13451
Tasks archive 2025-07-28
20 shown of 205 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections