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 3671–3680 of 5035 papers

Title	Date	Tasks	Status
Cut, Glue & Cut: A Fast, Approximate Solver for Multicut Partitioning	Jun 1, 2014	Image SegmentationSemantic Segmentation	—Unverified
Cut out the annotator, keep the cutout: better segmentation with weak supervision	Jan 1, 2021	Data AugmentationFew-Shot Learning	—Unverified
Cutting-Splicing data augmentation: A novel technology for medical image segmentation	Oct 17, 2022	Data AugmentationImage Segmentation	—Unverified
CVFC: Attention-Based Cross-View Feature Consistency for Weakly Supervised Semantic Segmentation of Pathology Images	Aug 21, 2023	Image SegmentationPrognosis	—Unverified
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation	Sep 13, 2024	Image SegmentationMedical Image Segmentation	—Unverified
D^2NeRF: Self-Supervised Decoupling of Dynamic and Static Objects from a Monocular Video	May 31, 2022	Image SegmentationNeRF	—Unverified
DADU: Dual Attention-based Deep Supervised UNet for Automated Semantic Segmentation of Cardiac Images	Apr 18, 2025	Edge DetectionImage Segmentation	—Unverified
Dam Burst: A region-merging-based image segmentation method	Feb 26, 2020	Edge DetectionImage Segmentation	—Unverified
Dark Model Adaptation: Semantic Image Segmentation from Daytime to Nighttime	Oct 5, 2018	Image SegmentationSegmentation	—Unverified
DaSeGAN: Domain Adaptation for Segmentation Tasks via Generative Adversarial Networks	Sep 29, 2021	Domain AdaptationDomain Generalization	—Unverified

Show:10 25 50

← PrevPage 368 of 504Next →

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