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 3326–3350 of 5035 papers

Title	Date	Tasks	Status
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars	Jun 30, 2020	Image SegmentationSegmentation	—Unverified
Semi-Automated Segmentation of Geoscientific Data Using Superpixels	Mar 20, 2023	Image SegmentationSemantic Segmentation	—Unverified
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation	Mar 19, 2025	Image SegmentationKolmogorov-Arnold Networks	—Unverified
SEMI-PointRend: Improved Semiconductor Wafer Defect Classification and Segmentation as Rendering	Feb 19, 2023	Image SegmentationInstance Segmentation	—Unverified
Semi-Siamese Network for Robust Change Detection Across Different Domains with Applications to 3D Printing	Dec 16, 2022	Change DetectionDefect Detection	—Unverified
Semi-Supervised and Self-Supervised Collaborative Learning for Prostate 3D MR Image Segmentation	Nov 16, 2022	Image SegmentationPseudo Label	—Unverified
Semi-Supervised Domain Adaptation for Semantic Segmentation of Roads from Satellite Images	Dec 26, 2022	Domain AdaptationImage Segmentation	—Unverified
Semi-Supervised Domain Adaptation via Adaptive and Progressive Feature Alignment	Jun 5, 2021	Domain Adaptationimage-classification	—Unverified
Semi-supervised few-shot learning for medical image segmentation	Mar 18, 2020	Few-Shot LearningImage Segmentation	—Unverified
Semi-Supervised Image-to-Image Translation	Jan 24, 2019	Generative Adversarial NetworkImage Segmentation	—Unverified
Semi-Supervised Learning for Eye Image Segmentation	Mar 17, 2021	Image SegmentationSegmentation	—Unverified
Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation	May 20, 2020	Image SegmentationOptical Flow Estimation	—Unverified
Semi-Supervised Medical Image Segmentation via Learning Consistency under Transformations	Nov 4, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Semi-supervised Medical Image Segmentation through Dual-task Consistency	Sep 9, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer	Dec 9, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Semi-supervised Medical Image Segmentation via Geometry-aware Consistency Training	Feb 12, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment	Jul 24, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Semi-Supervised Medical Image Segmentation via Knowledge Mining from Large Models	Mar 10, 2025	General KnowledgeImage Segmentation	—Unverified
Semi-Supervised Multi-Organ Segmentation through Quality Assurance Supervision	Nov 12, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Semi-Supervised Multi-Organ Segmentation via Deep Multi-Planar Co-Training	Apr 7, 2018	Image SegmentationOrgan Segmentation	—Unverified
Semi-supervised Node Splitting for Random Forest Construction	Jun 1, 2013	Image SegmentationObject Categorization	—Unverified
Semi-Supervised Normalized Cuts for Image Segmentation	Dec 1, 2015	ClusteringImage Segmentation	—Unverified
Semi-supervised segmentation of land cover images using nonlinear canonical correlation analysis with multiple features and t-SNE	Jan 22, 2024	ClusteringImage Segmentation	—Unverified
Semi-Supervised Segmentation via Embedding Matching	Jul 5, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Semi-Supervised Semantic Segmentation Based on Pseudo-Labels: A Survey	Mar 4, 2024	Image SegmentationPseudo Label	—Unverified

Show:10 25 50

← PrevPage 134 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