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 4126–4150 of 5035 papers

Title	Date	Tasks	Status
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation	Nov 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Phase Collaborative Network for Two-Phase Medical Image Segmentation	Nov 28, 2018	Image SegmentationMedical Image Analysis	—Unverified
Photonic Accelerators for Image Segmentation in Autonomous Driving and Defect Detection	Sep 28, 2023	Autonomous DrivingDefect Detection	—Unverified
Pick-and-Learn: Automatic Quality Evaluation for Noisy-Labeled Image Segmentation	Jul 27, 2019	Image SegmentationSegmentation	—Unverified
PICS in Pics: Physics Informed Contour Selection for Rapid Image Segmentation	Nov 13, 2023	Image SegmentationMedical Image Segmentation	—Unverified
PIDformer: Transformer Meets Control Theory	Feb 25, 2024	Image SegmentationLanguage Modeling	—Unverified
Piecewise Flat Embedding for Image Segmentation	Feb 9, 2018	ClusteringContour Detection	—Unverified
Metrics Revolutions: Groundbreaking Insights into the Implementation of Metrics for Biomedical Image Segmentation	Oct 3, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
SwinVFTR: A Novel Volumetric Feature-learning Transformer for 3D OCT Fluid Segmentation	Mar 16, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision	Dec 14, 2022	Brain Tumor SegmentationDomain Adaptation	CodeCode Available
Evaluation of Multi-indicator And Multi-organ Medical Image Segmentation Models	Jun 1, 2023	DecoderImage Segmentation	CodeCode Available
USE-Evaluator: Performance Metrics for Medical Image Segmentation Models with Uncertain, Small or Empty Reference Annotations	Sep 26, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Microscopy Image Segmentation via Point and Shape Regularized Data Synthesis	Aug 18, 2023	Image SegmentationSegmentation	CodeCode Available
Microstructural segmentation using a union of attention guided U-Net models with different color transformed images	Apr 7, 2023	2D Semantic SegmentationImage Segmentation	CodeCode Available
SAM2-SGP: Enhancing SAM2 for Medical Image Segmentation via Support-Set Guided Prompting	Jun 24, 2025	Computed Tomography (CT)Image Segmentation	CodeCode Available
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation	Sep 18, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
Evaluation of Data Augmentation and Loss Functions in Semantic Image Segmentation for Drilling Tool Wear Detection	Feb 10, 2023	Binary ClassificationData Augmentation	CodeCode Available
Mimic and Fool: A Task Agnostic Adversarial Attack	Jun 11, 2019	Adversarial AttackImage Captioning	CodeCode Available
Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation	Mar 14, 2025	Image SegmentationLesion Segmentation	CodeCode Available
Evaluation and improvement of Segment Anything Model for interactive histopathology image segmentation	Oct 16, 2023	DecoderImage Segmentation	CodeCode Available
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels	Sep 27, 2022	AnatomyContrastive Learning	CodeCode Available
Evaluating SAM2's Role in Camouflaged Object Detection: From SAM to SAM2	Jul 31, 2024	Image Segmentationobject-detection	CodeCode Available
Evaluate Fine-tuning Strategies for Fetal Head Ultrasound Image Segmentation with U-Net	Jul 18, 2023	Image SegmentationMedical Image Analysis	CodeCode Available
Meta-Learning Initializations for Image Segmentation	Dec 13, 2019	Bayesian OptimizationFew-Shot Image Classification	CodeCode Available
ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation	Jul 25, 2019	Image SegmentationMedical Image Analysis	CodeCode Available

Show:10 25 50

← PrevPage 166 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