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 841–850 of 5035 papers

Title	Date	Tasks	Status	Hype
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentation	Aug 7, 2024	DecoderImage Segmentation	CodeCode Available	1
Post-Mortem Human Iris Segmentation Analysis with Deep Learning	Aug 6, 2024	Deep LearningImage Segmentation	—Unverified	0
Biomedical Image Segmentation: A Systematic Literature Review of Deep Learning Based Object Detection Methods	Aug 6, 2024	ArticlesDeep Learning	—Unverified	0
Biomedical SAM 2: Segment Anything in Biomedical Images and Videos	Aug 6, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
DaCapo: a modular deep learning framework for scalable 3D image segmentation	Aug 5, 2024	Image SegmentationManagement	CodeCode Available	2
Segmentation Style Discovery: Application to Skin Lesion Images	Aug 5, 2024	Image SegmentationLesion Segmentation	CodeCode Available	0
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation	Aug 5, 2024	Dimensionality ReductionImage Segmentation	CodeCode Available	0
Interactive 3D Medical Image Segmentation with SAM 2	Aug 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Cross Pseudo Supervision Framework for Sparsely Labelled Geospatial Images	Aug 5, 2024	DiversityImage Segmentation	—Unverified	0
PanicleNeRF: low-cost, high-precision in-field phenotypingof rice panicles with smartphone	Aug 4, 2024	3D ReconstructionImage Segmentation	—Unverified	0

Show:10 25 50

← PrevPage 85 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