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 331–340 of 5035 papers

Title	Date	Tasks	Status	Hype
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
Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation	Feb 12, 2025	Image SegmentationLesion Segmentation	—Unverified	0
CRISP: A Framework for Cryo-EM Image Segmentation and Processing with Conditional Random Field	Feb 12, 2025	Cryogenic Electron Microscopy (cryo-EM)Image Segmentation	CodeCode Available	0
Unpaired Image-to-Image Translation with Content Preserving Perspective: A Review	Feb 11, 2025	Image SegmentationImage-to-Image Translation	—Unverified	0
Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation	Feb 11, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level	Feb 11, 2025	Image SegmentationSegmentation	CodeCode Available	0
Color-Quality Invariance for Robust Medical Image Segmentation	Feb 11, 2025	Domain GeneralizationImage Segmentation	CodeCode Available	0
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images	Feb 10, 2025	Image SegmentationSegmentation	—Unverified	0
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?	Feb 10, 2025	Image SegmentationLong-range modeling	—Unverified	0
Conditional diffusion model with spatial attention and latent embedding for medical image segmentation	Feb 10, 2025	HippocampusImage Segmentation	CodeCode Available	1

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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