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 901–925 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Continuous Conditional Random Field Convolution for Point Cloud Segmentation	Oct 12, 2021	Image SegmentationPoint Cloud Segmentation	CodeCode Available	1	5
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation	Mar 16, 2022	Image SegmentationKnowledge Distillation	CodeCode Available	1	5
ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging	Apr 30, 2024	BenchmarkingImage Reconstruction	CodeCode Available	1	5
GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled Data	Aug 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-Free	Sep 25, 2023	Image SegmentationObject Localization	CodeCode Available	1	5
Contrastive learning of global and local features for medical image segmentation with limited annotations	Jun 18, 2020	Contrastive LearningData Augmentation	CodeCode Available	1	5
Continual Hippocampus Segmentation with Transformers	Apr 17, 2022	Continual LearningHippocampus	CodeCode Available	1	5
Continual Learning for Image Segmentation with Dynamic Query	Nov 29, 2023	Continual LearningDiversity	CodeCode Available	1	5
Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis	Mar 29, 2022	Generative Adversarial NetworkImage Enhancement	CodeCode Available	1	5
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation	Sep 15, 2022	DecoderImage Segmentation	CodeCode Available	1	5
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation	Jul 2, 2021	Data AugmentationImage Reconstruction	CodeCode Available	1	5
Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentation	Feb 12, 2025	Computational EfficiencyImage Segmentation	CodeCode Available	1	5
Hematoxylin and eosin stained oral squamous cell carcinoma histological images dataset	Jan 13, 2023	Decision MakingDiagnostic	CodeCode Available	1	5
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentation	Aug 7, 2024	DecoderImage Segmentation	CodeCode Available	1	5
Joint Class-Affinity Loss Correction for Robust Medical Image Segmentation with Noisy Labels	Jun 16, 2022	Image SegmentationLearning with noisy labels	CodeCode Available	1	5
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1	5
Label Propagation for 3D Carotid Vessel Wall Segmentation and Atherosclerosis Diagnosis	Aug 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
HCFormer: Unified Image Segmentation with Hierarchical Clustering	May 20, 2022	ClusteringImage Segmentation	CodeCode Available	1	5
Learning from partially labeled data for multi-organ and tumor segmentation	Nov 13, 2022	Image SegmentationMedical Image 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
Clustering Plotted Data by Image Segmentation	Oct 6, 2021	ClusteringImage Segmentation	CodeCode Available	1	5
Clustering Propagation for Universal Medical Image Segmentation	Mar 25, 2024	ClusteringImage Segmentation	CodeCode Available	1	5
A Large-Scale Benchmark for Food Image Segmentation	May 12, 2021	Image SegmentationSegmentation	CodeCode Available	1	5
IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation	Apr 16, 2022	Federated LearningImage Segmentation	CodeCode Available	1	5
A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision	Oct 23, 2020	DecoderImage Segmentation	CodeCode Available	1	5

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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