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 76–100 of 168 papers

Title	Date	Tasks	Status	Hype
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network	Jan 19, 2023	Few-Shot Semantic Segmentation	CodeCode Available	1
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network	Jan 9, 2023	Few-Shot Semantic Segmentation	—Unverified	0
SegGPT: Towards Segmenting Everything in Context	Jan 1, 2023	Few-Shot Semantic SegmentationIn-Context Learning	—Unverified	0
MSI: Maximize Support-Set Information for Few-Shot Segmentation	Dec 9, 2022	Few-Shot Semantic Segmentation	CodeCode Available	0
Mask Matching Transformer for Few-Shot Segmentation	Dec 5, 2022	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Prototype as Query for Few Shot Semantic Segmentation	Nov 27, 2022	Few-Shot Semantic Segmentation	CodeCode Available	1
A Strong Baseline for Generalized Few-Shot Semantic Segmentation	Nov 25, 2022	Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation	CodeCode Available	1
Progressively Dual Prior Guided Few-shot Semantic Segmentation	Nov 20, 2022	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Interclass Prototype Relation for Few-Shot Segmentation	Nov 16, 2022	Few-Shot Semantic SegmentationRelation	—Unverified	0
PatchRefineNet: Improving Binary Segmentation by Incorporating Signals from Optimal Patch-wise Binarization	Nov 12, 2022	BinarizationFew-Shot Semantic Segmentation	CodeCode Available	0
Self-Regularized Prototypical Network for Few-Shot Semantic Segmentation	Oct 30, 2022	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Prediction Calibration for Generalized Few-shot Semantic Segmentation	Oct 15, 2022	Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation	—Unverified	0
Feature-Proxy Transformer for Few-Shot Segmentation	Oct 13, 2022	DecoderFew-Shot Semantic Segmentation	CodeCode Available	1
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation	Oct 13, 2022	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	1
Bidirectional Feature Globalization for Few-shot Semantic Segmentation of 3D Point Cloud Scenes	Aug 13, 2022	Few-Shot Semantic SegmentationMetric Learning	—Unverified	0
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation	Jul 30, 2022	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Incremental Few-Shot Semantic Segmentation via Embedding Adaptive-Update and Hyper-class Representation	Jul 26, 2022	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Self-Support Few-Shot Semantic Segmentation	Jul 23, 2022	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation	Jul 22, 2022	DecoderFew-Shot Semantic Segmentation	CodeCode Available	1
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation	Jul 18, 2022	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation	Jun 20, 2022	Few-Shot Semantic SegmentationMeta-Learning	CodeCode Available	1
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning	Jun 13, 2022	Few-Shot Semantic Segmentation	CodeCode Available	1
Learning Non-target Knowledge for Few-shot Semantic Segmentation	May 10, 2022	Contrastive LearningFew-Shot Semantic Segmentation	CodeCode Available	1
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation	Apr 22, 2022	Few-Shot Semantic SegmentationSemantic Segmentation	—Unverified	0
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation	Apr 21, 2022	DecoderFew-Shot Semantic Segmentation	CodeCode Available	1

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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