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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 151–168 of 168 papers

Title	Date	Tasks	Status	Hype
Part-aware Prototype Network for Few-shot Semantic Segmentation	Jul 13, 2020	Few-Shot Semantic SegmentationGraph Neural Network	CodeCode Available	1
Few-Shot Semantic Segmentation Augmented with Image-Level Weak Annotations	Jul 3, 2020	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Objectness-Aware Few-Shot Semantic Segmentation	Apr 6, 2020	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
On the Texture Bias for Few-Shot CNN Segmentation	Mar 9, 2020	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	1
Differentiable Meta-learning Model for Few-shot Semantic Segmentation	Nov 23, 2019	Few-Shot LearningFew-Shot Semantic Segmentation	—Unverified	0
A New Local Transformation Module for Few-shot Segmentation	Oct 14, 2019	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation	Oct 1, 2019	Few-Shot Semantic SegmentationGraph Attention	—Unverified	0
AMP: Adaptive Masked Proxies for Few-Shot Segmentation	Oct 1, 2019	Continual LearningFew-Shot Semantic Segmentation	CodeCode Available	0
Feature Weighting and Boosting for Few-Shot Segmentation	Sep 28, 2019	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	0
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment	Aug 18, 2019	Few-Shot Semantic SegmentationMetric Learning	CodeCode Available	1
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation	Jul 29, 2019	Few-Shot Semantic SegmentationObject	CodeCode Available	0
Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation	Jul 1, 2019	Few-Shot LearningFew-Shot Semantic Segmentation	—Unverified	0
Unsupervised Deep Learning for Bayesian Brain MRI Segmentation	Apr 25, 2019	Brain Image SegmentationBrain Segmentation	CodeCode Available	0
CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning	Mar 6, 2019	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	0
Adaptive Masked Proxies for Few-Shot Segmentation	Feb 19, 2019	Continual LearningFew-Shot Semantic Segmentation	CodeCode Available	0
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning	Oct 29, 2018	3D Medical Imaging SegmentationBrain Image Segmentation	CodeCode Available	0
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation	Oct 22, 2018	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	0
A dense subgraph based algorithm for compact salient image region detection	Nov 20, 2015	Few-Shot Semantic Segmentation	CodeCode Available	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