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 1341–1350 of 5035 papers

Title	Date	Tasks	Status	Hype
Exploring Intrinsic Properties of Medical Images for Self-Supervised Binary Semantic Segmentation	Feb 4, 2024	DecoderImage Segmentation	—Unverified	0
Gazebo Plants: Simulating Plant-Robot Interaction with Cosserat Rods	Feb 4, 2024	Image Segmentationobject-detection	—Unverified	0
VM-UNet: Vision Mamba UNet for Medical Image Segmentation	Feb 4, 2024	Image SegmentationMamba	CodeCode Available	4
CoFiNet: Unveiling Camouflaged Objects with Multi-Scale Finesse	Feb 3, 2024	Image SegmentationObject	—Unverified	0
ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation	Feb 3, 2024	DecoderImage Segmentation	CodeCode Available	2
Motion Mapping Cognition: A Nondecomposable Primary Process in Human Vision	Feb 2, 2024	Image SegmentationObject Recognition	—Unverified	0
VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and Classification	Feb 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
SU-SAM: A Simple Unified Framework for Adapting Segment Anything Model in Underperformed Scenes	Jan 31, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Datacube segmentation via Deep Spectral Clustering	Jan 31, 2024	ClusteringDeep Clustering	CodeCode Available	0
Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model	Jan 31, 2024	Image Segmentationparameter-efficient fine-tuning	—Unverified	0

Show:10 25 50

← PrevPage 135 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