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SotA/Methodology/Few-Shot Learning/COCO-20i -> Pascal VOC (1-shot)

Few-Shot Learning on COCO-20i -> Pascal VOC (1-shot)

Metric: Mean IoU (higher is better)

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#Model↕Mean IoU▼AugmentationsPaperDate↕Code
1MSDNet (ResNet-101)73.9NoMSDNet: Multi-Scale Decoder for Few-Shot Semanti...2024-09-17Code
2MSDNet (ResNet-50)72.1NoMSDNet: Multi-Scale Decoder for Few-Shot Semanti...2024-09-17Code
3DGPNet (ResNet-101)70.1NoDense Gaussian Processes for Few-Shot Segmentation2021-10-07Code
4FPTrans (DeiT-B/16)69.7NoFeature-Proxy Transformer for Few-Shot Segmentat...2022-10-13Code
5VAT + MSI (ResNet101)69.2NoMSI: Maximize Support-Set Information for Few-Sh...2022-12-09Code
6DGPNet (ResNet-50)68.9NoDense Gaussian Processes for Few-Shot Segmentation2021-10-07Code
7FPTrans (ViT-B/16)67.6NoFeature-Proxy Transformer for Few-Shot Segmentat...2022-10-13Code
8HSNet (HM, ResNet-101)66.5NoHM: Hybrid Masking for Few-Shot Segmentation2022-03-24Code
9HSNet (HM, ResNet-50)65.2NoHM: Hybrid Masking for Few-Shot Segmentation2022-03-24Code
10VAT (HM, ResNet-50)65.1NoHM: Hybrid Masking for Few-Shot Segmentation2022-03-24Code
11RePRI (ResNet-50)63.1NoFew-Shot Segmentation Without Meta-Learning: A G...2020-12-11Code
12CWT (ResNet-50)59.5NoSimpler is Better: Few-shot Semantic Segmentatio...2021-08-06Code
13RPMM49.6NoPrototype Mixture Models for Few-shot Semantic S...2020-08-10Code