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 3951–3960 of 5035 papers

Title	Date	Tasks	Status
Multi Scale Supervised 3D U-Net for Kidney and Tumor Segmentation	Aug 9, 2019	DecoderImage Segmentation	—Unverified
MultiSeg: Semantically Meaningful, Scale-Diverse Segmentations From Minimal User Input	Oct 1, 2019	DiversityImage Segmentation	—Unverified
Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation	Aug 15, 2021	Automatic Liver And Tumor SegmentationImage Segmentation	—Unverified
Multi-source adversarial transfer learning for ultrasound image segmentation with limited similarity	May 30, 2023	Image SegmentationLesion Segmentation	—Unverified
Multi-source adversarial transfer learning based on similar source domains with local features	May 30, 2023	Image SegmentationSemantic Segmentation	—Unverified
Progressive Curriculum Learning with Scale-Enhanced U-Net for Continuous Airway Segmentation	Oct 24, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Multi-Stain Multi-Level Convolutional Network for Multi-Tissue Breast Cancer Image Segmentation	Jun 9, 2024	Image SegmentationSemantic Segmentation	—Unverified
Multi-stream 3D FCN with Multi-scale Deep Supervision for Multi-modality Isointense Infant Brain MR Image Segmentation	Nov 28, 2017	Image SegmentationInfant Brain Mri Segmentation	—Unverified
CANet: Channel Extending and Axial Attention Catching Network for Multi-structure Kidney Segmentation	Aug 10, 2022	AnatomyDecoder	—Unverified
Multi Task Consistency Guided Source-Free Test-Time Domain Adaptation Medical Image Segmentation	Oct 18, 2023	Domain AdaptationImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 396 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