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 301–325 of 5035 papers

Title	Date	Tasks	Status	Hype
IteRPrimE: Zero-shot Referring Image Segmentation with Iterative Grad-CAM Refinement and Primary Word Emphasis	Mar 2, 2025	Image SegmentationImage-text matching	CodeCode Available	1
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints	Mar 1, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
Detection of Customer Interested Garments in Surveillance Video using Computer Vision	Mar 1, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models	Feb 28, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation	Feb 28, 2025	Data AugmentationImage Segmentation	CodeCode Available	0
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction	Feb 28, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality Losses	Feb 27, 2025	Image SegmentationSegmentation	CodeCode Available	0
Test-Time Modality Generalization for Medical Image Segmentation	Feb 27, 2025	Domain GeneralizationImage Segmentation	—Unverified	0
NusaAksara: A Multimodal and Multilingual Benchmark for Preserving Indonesian Indigenous Scripts	Feb 25, 2025	Image SegmentationLanguage Identification	—Unverified	0
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with AtrousLoRA	Feb 25, 2025	Computational EfficiencyImage Segmentation	CodeCode Available	1
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation	Feb 24, 2025	Computed Tomography (CT)Domain Adaptation	CodeCode Available	0
A Priori Generalizability Estimate for a CNN	Feb 24, 2025	Diagnosticimage-classification	—Unverified	0
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image Segmentation	Feb 24, 2025	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	0
A Comparative Tutorial of the Histogram-based Image Segmentation Methods	Feb 23, 2025	Image SegmentationSegmentation	—Unverified	0
Rewards-based image analysis in microscopy	Feb 23, 2025	Decision MakingDenoising	—Unverified	0
AeroReformer: Aerial Referring Transformer for UAV-based Referring Image Segmentation	Feb 23, 2025	Image SegmentationSegmentation	CodeCode Available	1
Image Translation-Based Unsupervised Cross-Modality Domain Adaptation for Medical Image Segmentation	Feb 21, 2025	Deep LearningDomain Adaptation	—Unverified	0
Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications	Feb 20, 2025	Decision MakingDeep Reinforcement Learning	—Unverified	0
Distributed U-net model and Image Segmentation for Lung Cancer Detection	Feb 20, 2025	CPUFederated Learning	—Unverified	0
SegAnyPET: Universal Promptable Segmentation from Positron Emission Tomography Images	Feb 20, 2025	Image SegmentationSegmentation	CodeCode Available	1
Vision Foundation Models in Medical Image Analysis: Advances and Challenges	Feb 20, 2025	Domain AdaptationFederated Learning	—Unverified	0
MGFI-Net: A Multi-Grained Feature Integration Network for Enhanced Medical Image Segmentation	Feb 19, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
When Segmentation Meets Hyperspectral Image: New Paradigm for Hyperspectral Image Classification	Feb 18, 2025	Hyperspectral Image Classificationimage-classification	CodeCode Available	0
Leveraging Labelled Data Knowledge: A Cooperative Rectification Learning Network for Semi-supervised 3D Medical Image Segmentation	Feb 17, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
WRT-SAM: Foundation Model-Driven Segmentation for Generalized Weld Radiographic Testing	Feb 17, 2025	Anomaly DetectionImage Segmentation	—Unverified	0

Show:10 25 50

← PrevPage 13 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