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 2151–2175 of 5035 papers

Title	Date	Tasks	Status	Hype
Microstructural segmentation using a union of attention guided U-Net models with different color transformed images	Apr 7, 2023	2D Semantic SegmentationImage Segmentation	CodeCode Available	0
UniSeg: A Prompt-driven Universal Segmentation Model as well as A Strong Representation Learner	Apr 7, 2023	DecoderImage Segmentation	CodeCode Available	1
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model	Apr 7, 2023	Image SegmentationSegmentation	CodeCode Available	0
Pallet Detection from Synthetic Data Using Game Engines	Apr 7, 2023	Image SegmentationSegmentation	—Unverified	0
Localized Region Contrast for Enhancing Self-Supervised Learning in Medical Image Segmentation	Apr 6, 2023	Contrastive LearningImage Segmentation	—Unverified	0
InterFormer: Real-time Interactive Image Segmentation	Apr 6, 2023	Computational EfficiencyCPU	CodeCode Available	1
Implicit Anatomical Rendering for Medical Image Segmentation with Stochastic Experts	Apr 6, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical Contrast	Apr 5, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
FMG-Net and W-Net: Multigrid Inspired Deep Learning Architectures For Medical Imaging Segmentation	Apr 5, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
A Certified Radius-Guided Attack Framework to Image Segmentation Models	Apr 5, 2023	image-classificationImage Classification	CodeCode Available	0
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation	Apr 5, 2023	DiversityDomain Generalization	—Unverified	0
Segment Anything	Apr 5, 2023	Event-based Object SegmentationImage Segmentation	CodeCode Available	5
Cross-modal tumor segmentation using generative blending augmentation and self training	Apr 4, 2023	Data AugmentationImage Generation	CodeCode Available	0
U-Netmer: U-Net meets Transformer for medical image segmentation	Apr 3, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Noisy Image Segmentation With Soft-Dice	Apr 3, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Learning Robust Medical Image Segmentation from Multi-source Annotations	Apr 2, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
PCCA-Model: an attention module for medical image segmentation	Apr 1, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization	Apr 1, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available	0
Directional Connectivity-based Segmentation of Medical Images	Mar 31, 2023	DisentanglementImage Segmentation	CodeCode Available	1
Zero-shot Referring Image Segmentation with Global-Local Context Features	Mar 31, 2023	Image SegmentationReferring Expression	CodeCode Available	1
Learning with Explicit Shape Priors for Medical Image Segmentation	Mar 31, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1
FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation	Mar 30, 2023	Image SegmentationInstance Segmentation	—Unverified	0
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation	Mar 29, 2023	DecoderImage Segmentation	CodeCode Available	1
Fair Federated Medical Image Segmentation via Client Contribution Estimation	Mar 29, 2023	FairnessFederated Learning	—Unverified	0

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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