Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 626–650 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
ForkGAN: Seeing into the Rainy Night	Aug 1, 2020	Image GenerationImage Segmentation	CodeCode Available	1	5
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation	Jul 21, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Open-vocabulary Object Segmentation with Diffusion Models	Jan 12, 2023	Image SegmentationObject	CodeCode Available	1	5
Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks	Sep 3, 2021	DecoderImage Segmentation	CodeCode Available	1	5
Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis	Mar 29, 2022	Generative Adversarial NetworkImage Enhancement	CodeCode Available	1	5
FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image Segmentation	Apr 21, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation	Oct 31, 2023	DecoderDenoising	CodeCode Available	1	5
Contextual Attention Network: Transformer Meets U-Net	Mar 2, 2022	ArticlesImage Segmentation	CodeCode Available	1	5
Context-Aware Pseudo-Label Refinement for Source-Free Domain Adaptive Fundus Image Segmentation	Aug 15, 2023	DenoisingDomain Adaptation	CodeCode Available	1	5
FocusCut: Diving Into a Focus View in Interactive Segmentation	Jan 1, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	1	5
Local Label Point Correction for Edge Detection of Overlapping Cervical Cells	Oct 5, 2020	Cell SegmentationEdge Detection	CodeCode Available	1	5
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation	Feb 8, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1	5
Continual Learning for Image Segmentation with Dynamic Query	Nov 29, 2023	Continual LearningDiversity	CodeCode Available	1	5
Focused and Collaborative Feedback Integration for Interactive Image Segmentation	Mar 21, 2023	Image SegmentationSegmentation	CodeCode Available	1	5
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation	Jan 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures	Aug 18, 2022	AnatomyContrastive Learning	CodeCode Available	1	5
Contrastive Registration for Unsupervised Medical Image Segmentation	Nov 17, 2020	Contrastive LearningImage Segmentation	CodeCode Available	1	5
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images	Sep 1, 2022	Boundary DetectionDecoder	CodeCode Available	1	5
CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation	Jan 6, 2019	Image SegmentationSegmentation	CodeCode Available	1	5
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation	Nov 29, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image Segmentation	Sep 9, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation	Jul 16, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation	Jun 9, 2024	Cardiac SegmentationDecoder	CodeCode Available	1	5
A Unified Framework for U-Net Design and Analysis	May 31, 2023	DecoderImage Segmentation	CodeCode Available	1	5
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention	Mar 20, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5

Show:10 25 50

← PrevPage 26 of 202Next →

All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified