Few-Shot Semantic Segmentation

Few-shot semantic segmentation (FSS) learns to segment target objects in query image given few pixel-wise annotated support image.

Papers

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Showing 101–125 of 168 papers

Title	Date	Tasks	Status	Hype
Texture based Prototypical Network for Few-Shot Semantic Segmentation of Forest Cover: Generalizing for Different Geographical Regions	Mar 29, 2022	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Integrative Few-Shot Learning for Classification and Segmentation	Mar 29, 2022	ClassificationFew-Shot Classification and Segmentation	CodeCode Available	1
Cross-Domain Few-Shot Semantic Segmentation	Mar 24, 2022	Cross-Domain Few-ShotFew-Shot Semantic Segmentation	CodeCode Available	1
HM: Hybrid Masking for Few-Shot Segmentation	Mar 24, 2022	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	0
Multi-similarity based Hyperrelation Network for few-shot segmentation	Mar 17, 2022	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation	Mar 15, 2022	Few-Shot Semantic SegmentationMeta-Learning	CodeCode Available	2
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels	Mar 3, 2022	Anomaly DetectionCardiac Segmentation	CodeCode Available	1
Few-shot semantic segmentation via mask aggregation	Feb 15, 2022	ClassificationFew-Shot Semantic Segmentation	CodeCode Available	0
Language-driven Semantic Segmentation	Jan 10, 2022	DescriptiveFew-Shot Semantic Segmentation	CodeCode Available	2
Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer	Jan 1, 2022	Contrastive LearningCross-Domain Few-Shot	—Unverified	0
Cost Aggregation Is All You Need for Few-Shot Segmentation	Dec 22, 2021	AllDecoder	CodeCode Available	1
Generalized Few-Shot Semantic Segmentation: All You Need is Fine-Tuning	Dec 21, 2021	AllFew-Shot Semantic Segmentation	—Unverified	0
Meta-Learning via Learning with Distributed Memory	Dec 1, 2021	Few-Shot Semantic SegmentationMeta-Learning	—Unverified	0
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation	Nov 24, 2021	Few-Shot Semantic SegmentationMetric Learning	—Unverified	0
Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation	Nov 9, 2021	Contrastive LearningFew-Shot Semantic Segmentation	CodeCode Available	0
A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation	Nov 2, 2021	Few-Shot Semantic SegmentationMeta-Learning	—Unverified	0
MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning	Oct 30, 2021	Few-Shot LearningFew-Shot Semantic Segmentation	—Unverified	0
MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation	Oct 23, 2021	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	1
Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation	Oct 22, 2021	Autonomous DrivingCross-Domain Few-Shot	CodeCode Available	1
Few-shot Semantic Segmentation with Self-supervision from Pseudo-classes	Oct 22, 2021	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	0
Dense Gaussian Processes for Few-Shot Segmentation	Oct 7, 2021	DecoderFew-Shot Semantic Segmentation	CodeCode Available	1
PFENet++: Boosting Few-shot Semantic Segmentation with the Noise-filtered Context-aware Prior Mask	Sep 28, 2021	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	1
Weakly Supervised Few-Shot Segmentation Via Meta-Learning	Sep 3, 2021	Few-Shot Semantic SegmentationMeta-Learning	—Unverified	0
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning	Aug 26, 2021	Few-Shot Semantic SegmentationImage Segmentation	—Unverified	0
Few-shot Segmentation with Optimal Transport Matching and Message Flow	Aug 19, 2021	Few-Shot Semantic SegmentationMulti-Task Learning	—Unverified	0

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All datasets PASCAL-5i (1-Shot)PASCAL-5i (5-Shot)COCO-20i (1-shot)COCO-20i (5-shot)FSS-1000 (1-shot)FSS-1000 (5-shot)COCO-20i -> Pascal VOC (1-shot)COCO-20i -> Pascal VOC (5-shot)COCO-20i (2-way 1-shot)COCO-20i (10-shot)PASCAL-5i (10-Shot)FSS-1000

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SegGPT (ViT)	Mean IoU	83.2	—	Unverified
2	PGMA-Net (ResNet-101)	Mean IoU	77.6	—	Unverified
3	DCAMA (ResNet-101)	FB-IoU	77.6	—	Unverified
4	PGMA-Net (ResNet-50)	Mean IoU	74.1	—	Unverified
5	PGMA-Net (ViT-B/16)	Mean IoU	74.1	—	Unverified
6	GF-SAM (DINOv2)	Mean IoU	72.1	—	Unverified
7	HMNet (ResNet-50)	Mean IoU	70.4	—	Unverified
8	AENet (ResNet-50)	Mean IoU	70.3	—	Unverified
9	HDMNet (DifFSS, ResNet-50)	Mean IoU	70.2	—	Unverified
10	VAT + MSI (ResNet-101)	Mean IoU	70.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SegGPT (ViT)	Mean IoU	89.8	—	Unverified
2	GF-SAM (DINOv2)	Mean IoU	82.6	—	Unverified
3	PGMA-Net (ResNet-101)	Mean IoU	78.6	—	Unverified
4	FPTrans (DeiT-B/16)	Mean IoU	78	—	Unverified
5	DGPNet (ResNet-101)	Mean IoU	75.4	—	Unverified
6	PGMA-Net (ResNet-50)	Mean IoU	75.2	—	Unverified
7	DCAMA (Swin-B)	Mean IoU	74.9	—	Unverified
8	PGMA-Net (ViT-B/16)	Mean IoU	74.6	—	Unverified
9	AENet (ResNet-50)	Mean IoU	74.2	—	Unverified
10	HMNet (ResNet-50)	Mean IoU	74.1	—	Unverified