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 251–275 of 5035 papers

Title	Date	Tasks	Status	Hype
Organ-aware Multi-scale Medical Image Segmentation Using Text Prompt Engineering	Mar 18, 2025	BenchmarkingDescriptive	—Unverified	0
Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning	Mar 18, 2025	DecoderDiversity	—Unverified	0
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT	Mar 18, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
HiMTok: Learning Hierarchical Mask Tokens for Image Segmentation with Large Multimodal Model	Mar 17, 2025	Image SegmentationSegmentation	CodeCode Available	2
Scale Efficient Training for Large Datasets	Mar 17, 2025	geo-localizationImage Retrieval	CodeCode Available	1
Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image Segmentation	Mar 17, 2025	Domain AdaptationDomain Generalization	CodeCode Available	2
SAM2 for Image and Video Segmentation: A Comprehensive Survey	Mar 17, 2025	Autonomous DrivingImage Segmentation	—Unverified	0
SAM2-ELNet: Label Enhancement and Automatic Annotation for Remote Sensing Segmentation	Mar 16, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
E-SAM: Training-Free Segment Every Entity Model	Mar 15, 2025	Image SegmentationSegmentation	—Unverified	0
Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation	Mar 14, 2025	Image SegmentationLesion Segmentation	CodeCode Available	0
Multimodal-Aware Fusion Network for Referring Remote Sensing Image Segmentation	Mar 14, 2025	Image SegmentationSegmentation	CodeCode Available	0
SeqSAM: Autoregressive Multiple Hypothesis Prediction for Medical Image Segmentation using SAM	Mar 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image Segmentation	Mar 12, 2025	Active LearningImage Segmentation	CodeCode Available	0
GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation	Mar 12, 2025	Image SegmentationMamba	—Unverified	0
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation	Mar 12, 2025	Contrastive LearningImage Segmentation	—Unverified	0
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation	Mar 11, 2025	Image SegmentationPanoptic Segmentation	—Unverified	0
3D Medical Imaging Segmentation on Non-Contrast CT	Mar 11, 2025	3D Medical Imaging SegmentationImage Segmentation	—Unverified	0
On the status of current quantum machine learning software	Mar 11, 2025	Image SegmentationQuantum Machine Learning	—Unverified	0
QuantU-Net: Efficient Wearable Medical Imaging Using Bitwidth as a Trainable Parameter	Mar 10, 2025	DiagnosticImage Segmentation	—Unverified	0
Visual and Text Prompt Segmentation: A Novel Multi-Model Framework for Remote Sensing	Mar 10, 2025	Image SegmentationSegmentation	—Unverified	0
MIRAM: Masked Image Reconstruction Across Multiple Scales for Breast Lesion Risk Prediction	Mar 10, 2025	Image InpaintingImage Reconstruction	—Unverified	0
Customized SAM 2 for Referring Remote Sensing Image Segmentation	Mar 10, 2025	Image SegmentationSegmentation	—Unverified	0
Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation	Mar 10, 2025	Image SegmentationKnowledge Distillation	—Unverified	0
Semi-Supervised Medical Image Segmentation via Knowledge Mining from Large Models	Mar 10, 2025	General KnowledgeImage Segmentation	—Unverified	0
DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion	Mar 9, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	2

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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