OpenCodePapers

few-shot-semantic-segmentation-on-coco-20i

Meta-LearningFew-Shot LearningFew-Shot Semantic Segmentation
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PaperCodeMean IoUModelNameReleaseDate
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping✓ Link73.9MSDNet (ResNet-101)2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping✓ Link72.1MSDNet (ResNet-50)2024-09-17
Dense Gaussian Processes for Few-Shot Segmentation✓ Link70.1DGPNet (ResNet-101)2021-10-07
Feature-Proxy Transformer for Few-Shot Segmentation✓ Link69.7FPTrans (DeiT-B/16)2022-10-13
MSI: Maximize Support-Set Information for Few-Shot Segmentation✓ Link69.2VAT + MSI (ResNet101)2022-12-09
Dense Gaussian Processes for Few-Shot Segmentation✓ Link68.9DGPNet (ResNet-50)2021-10-07
Feature-Proxy Transformer for Few-Shot Segmentation✓ Link67.6FPTrans (ViT-B/16)2022-10-13
HM: Hybrid Masking for Few-Shot Segmentation✓ Link66.5HSNet (HM, ResNet-101)2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation✓ Link65.2HSNet (HM, ResNet-50)2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation✓ Link65.1VAT (HM, ResNet-50)2022-03-24
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?✓ Link63.1RePRI (ResNet-50)2020-12-11
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer✓ Link59.5CWT (ResNet-50)2021-08-06
Prototype Mixture Models for Few-shot Semantic Segmentation✓ Link49.6RPMM2020-08-10
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