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 141–150 of 5035 papers

Title	Date	Tasks	Status	Hype
Neuroevolution of Self-Attention Over Proto-Objects	Apr 30, 2025	Hard AttentionImage Segmentation	—Unverified	0
RadSAM: Segmenting 3D radiological images with a 2D promptable model	Apr 29, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
LymphAtlas- A Unified Multimodal Lymphoma Imaging Repository Delivering AI-Enhanced Diagnostic Insight	Apr 29, 2025	DiagnosticImage Segmentation	CodeCode Available	0
SAM-Guided Robust Representation Learning for One-Shot 3D Medical Image Segmentation	Apr 29, 2025	General KnowledgeImage Segmentation	—Unverified	0
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area Delineation	Apr 28, 2025	Burned Area DelineationDisaster Response	CodeCode Available	0
NUDF: Neural Unsigned Distance Fields for high resolution 3D medical image segmentation	Apr 25, 2025	AnatomyComputed Tomography (CT)	—Unverified	0
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation	Apr 24, 2025	Domain GeneralizationImage Segmentation	CodeCode Available	1
SAIP-Net: Enhancing Remote Sensing Image Segmentation via Spectral Adaptive Information Propagation	Apr 23, 2025	Image SegmentationSegmentation	—Unverified	0
Performance Estimation for Supervised Medical Image Segmentation Models on Unlabeled Data Using UniverSeg	Apr 22, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
TWIG: Two-Step Image Generation using Segmentation Masks in Diffusion Models	Apr 21, 2025	Image GenerationImage Segmentation	—Unverified	0

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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