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 941–950 of 5035 papers

Title	Date	Tasks	Status	Hype
HoloHisto: End-to-end Gigapixel WSI Segmentation with 4K Resolution Sequential Tokenization	Jul 3, 2024	4kImage Segmentation	—Unverified	0
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling	Jul 2, 2024	Feature UpsamplingImage Segmentation	CodeCode Available	0
FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness	Jul 2, 2024	Federated LearningImage Segmentation	CodeCode Available	0
Kolmogorov-Arnold Convolutions: Design Principles and Empirical Studies	Jul 1, 2024	image-classificationImage Classification	CodeCode Available	4
Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputs	Jul 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart	Jul 1, 2024	3D Medical Imaging Segmentationimage-classification	CodeCode Available	3
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes	Jul 1, 2024	Autonomous VehiclesImage Segmentation	CodeCode Available	1
HATs: Hierarchical Adaptive Taxonomy Segmentation for Panoramic Pathology Image Analysis	Jun 30, 2024	AnatomyImage Segmentation	CodeCode Available	0
pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation	Jun 29, 2024	Federated LearningImage Segmentation	—Unverified	0
Segment Anything without Supervision	Jun 28, 2024	ClusteringImage Segmentation	CodeCode Available	3

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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