Few-Shot Semantic Segmentation

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13 papers with code • 12 benchmarks • 2 datasets

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Benchmarks

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Dataset	Best Model	Results
PASCAL-5i (1-Shot)	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	6
PASCAL-5i (5-Shot)	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	6
FSS-1000	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	4
PASCAL-5i (10-Shot)	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	4
COCO-20i (10-shot)	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	4
Pascal5i	A-MCG-Conv-LSTM Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation	3
COCO-20i -> Pascal VOC (1-shot)	RePRI Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?	3
COCO-20i -> Pascal VOC (5-shot)	RePRI Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?	3
COCO-20i (1-shot)	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	2
COCO-20i (5-shot)	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	2
FSS-1000 (1-shot)	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	1
FSS-1000 (5-shot)	HSNet Hypercorrelation Squeeze for Few-Shot Segmentation	1