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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 168 papers

Title	Date	Tasks	Status	Hype
Masked Cross-image Encoding for Few-shot Segmentation	Aug 22, 2023	Few-Shot Semantic Segmentation	—Unverified	0
Self-Calibrated Cross Attention Network for Few-Shot Segmentation	Aug 18, 2023	Few-Shot Semantic Segmentation	CodeCode Available	1
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond	Aug 15, 2023	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Prototypical Kernel Learning and Open-set Foreground Perception for Generalized Few-shot Semantic Segmentation	Aug 9, 2023	Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation	—Unverified	0
FGNet: Towards Filling the Intra-class and Inter-class Gaps for Few-shot Segmentation	Aug 1, 2023	Few-Shot Semantic Segmentation	—Unverified	0
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach	Jul 26, 2023	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	1
Dense Affinity Matching for Few-Shot Segmentation	Jul 17, 2023	Few-Shot Semantic Segmentation	—Unverified	0
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation	Jul 3, 2023	Few-Shot Semantic SegmentationImage Generation	CodeCode Available	1
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation-Extended Abstract	Jun 27, 2023	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Unsupervised augmentation optimization for few-shot medical image segmentation	Jun 8, 2023	AnatomyFew-Shot Semantic Segmentation	—Unverified	0
Reflection Invariance Learning for Few-shot Semantic Segmentation	Jun 1, 2023	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation	May 23, 2023	Few-Shot Semantic SegmentationGeneral Knowledge	CodeCode Available	1
Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching	May 22, 2023	AllFew-Shot Semantic Segmentation	CodeCode Available	2
Advancing Incremental Few-shot Semantic Segmentation via Semantic-guided Relation Alignment and Adaptation	May 18, 2023	Few-Shot Semantic SegmentationIncremental Learning	—Unverified	0
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation	May 12, 2023	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	0
Clustered-patch Element Connection for Few-shot Learning	Apr 20, 2023	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	0
[CLS] Token is All You Need for Zero-Shot Semantic Segmentation	Apr 13, 2023	AllFew-Shot Semantic Segmentation	—Unverified	0
Few Shot Semantic Segmentation: a review of methodologies, benchmarks, and open challenges	Apr 12, 2023	Autonomous DrivingFew-Shot Learning	—Unverified	0
ForamViT-GAN: Exploring New Paradigms in Deep Learning for Micropaleontological Image Analysis	Apr 9, 2023	BenchmarkingDeep Learning	—Unverified	0
SegGPT: Segmenting Everything In Context	Apr 6, 2023	Few-Shot Semantic SegmentationIn-Context Learning	CodeCode Available	4
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation	Mar 26, 2023	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Harmonizing Base and Novel Classes: A Class-Contrastive Approach for Generalized Few-Shot Segmentation	Mar 24, 2023	Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation	CodeCode Available	0
Iterative Few-shot Semantic Segmentation from Image Label Text	Mar 10, 2023	Few-Shot Semantic SegmentationLanguage Modeling	CodeCode Available	1
A Language-Guided Benchmark for Weakly Supervised Open Vocabulary Semantic Segmentation	Feb 27, 2023	Few-Shot Semantic SegmentationLanguage Modelling	CodeCode Available	0
Few-shot 3D LiDAR Semantic Segmentation for Autonomous Driving	Feb 17, 2023	Autonomous DrivingFew-Shot 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	DCAMA (ResNet-101)	FB-IoU	77.6	—	Unverified
3	PGMA-Net (ResNet-101)	Mean 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