Research map / Detection and segmentation / CNN features
VICRegL: Self-Supervised Learning of Local Visual Features
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add local criterion (alpha=0.75) to VICReg | VICReg ResNet-50 · Pascal VOC linear seg frozen | mIoU: 47.8 -> 55.9 | Helped |
| add local criterion (alpha=0.75) to VICReg | VICReg ResNet-50 · ImageNet linear cls | top-1 accuracy (%): 71.5 -> 70.4 | Hurt |
| add local criterion to VICReg | VICReg ConvNeXt-S · ADE20k linear seg frozen | mIoU: 28.6 -> 31.2 | Helped |
| add local criterion without multi-crop (ablation) | VICReg ConvNeXt-S · Pascal VOC linear seg frozen | mIoU: 52.9 -> 57.8 | Helped |
| add local criterion with multi-crop (ablation) | VICReg ConvNeXt-S · Pascal VOC linear seg frozen | mIoU: 54.4 -> 60.3 | Helped |
| decrease alpha from 1.0 to 0.5 (more local weight) (ablation) | VICRegL ConvNeXt-S · ImageNet cls and Pascal VOC seg | top-1 accuracy / mIoU: +3.4/+4.3/+4.6 mIoU, cls -0.2/-1.2/-2.9 | Mixed |
| add location-based matching only (ablation) | VICReg ConvNeXt-S · Pascal VOC linear seg frozen | mIoU: +2.9 mIoU | Helped |
| add feature-based matching only (ablation) | VICReg ConvNeXt-S · Pascal VOC linear seg frozen | mIoU: +1.7 mIoU | Helped |
| combine location- and feature-based matching (ablation) | VICRegL ConvNeXt-S · Pascal VOC linear seg frozen | mIoU: +4.3 mIoU over baseline | Helped |
| keep top 20/4 matches instead of all 49/9 (ablation) | VICRegL ConvNeXt-S · Pascal VOC linear seg frozen | mIoU: 59.6 -> 60.3 | Helped |
| keep top 20/4 matches instead of 10/2 (ablation) | VICRegL ConvNeXt-S · Pascal VOC linear seg frozen | mIoU: 59.2 -> 60.3 | Helped |
| add variance term to local criterion (VI vs I) (ablation) | VICRegL ConvNeXt-S · Pascal VOC linear seg frozen | mIoU: 59.0 -> 58.2 | Hurt |
Closest papers by meaning
- VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning (ICLR 2022 · similarity 0.89)
- DETReg: Unsupervised Pretraining With Region Priors for Object Detection (CVPR 2022 · similarity 0.87)
- Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning (CVPR 2022 · similarity 0.85)
- LDReg: Local Dimensionality Regularized Self-Supervised Learning (ICLR 2024 · similarity 0.84)
- A Theoretical Analysis of Self-Supervised Learning for Vision Transformers (ICLR 2025 · similarity 0.84)
- Integrating Low-Level Visual Cues for Enhanced Unsupervised Semantic Segmentation (AAAI 2025 · similarity 0.84)
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