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 3376–3400 of 5035 papers

Title	Date	Tasks	Status	Hype
UNETR: Transformers for 3D Medical Image Segmentation	Mar 18, 2021	3D Medical Imaging SegmentationDecoder	CodeCode Available	3
Topology-Aware Segmentation Using Discrete Morse Theory	Mar 18, 2021	Image SegmentationSegmentation	—Unverified	0
A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation	Mar 18, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Color image segmentation based on a convex K-means approach	Mar 17, 2021	Image SegmentationSegmentation	—Unverified	0
Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images	Mar 17, 2021	Image SegmentationInteractive Segmentation	—Unverified	0
Semi-Supervised Learning for Eye Image Segmentation	Mar 17, 2021	Image SegmentationSegmentation	—Unverified	0
Invertible Residual Network with Regularization for Effective Medical Image Segmentation	Mar 16, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
GSVNet: Guided Spatially-Varying Convolution for Fast Semantic Segmentation on Video	Mar 16, 2021	Image SegmentationSegmentation	CodeCode Available	0
K-expectiles clustering	Mar 16, 2021	ClusteringComputational Efficiency	—Unverified	0
Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation	Mar 15, 2021	Cardiac SegmentationContrastive Learning	CodeCode Available	1
Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image Segmentation	Mar 15, 2021	Domain AdaptationImage Segmentation	CodeCode Available	1
Image Segmentation Methods for Non-destructive testing Applications	Mar 13, 2021	Image SegmentationSegmentation	—Unverified	0
Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTs	Mar 12, 2021	Computed Tomography (CT)COVID-19 Image Segmentation	CodeCode Available	0
Towards Learning Food Portion From Monocular Images With Cross-Domain Feature Adaptation	Mar 12, 2021	Image SegmentationManagement	—Unverified	0
Full Page Handwriting Recognition via Image to Sequence Extraction	Mar 11, 2021	Handwriting RecognitionHandwritten Text Recognition	CodeCode Available	2
PointFlow: Flowing Semantics Through Points for Aerial Image Segmentation	Mar 11, 2021	Image SegmentationSegmentation	CodeCode Available	1
U-Net Transformer: Self and Cross Attention for Medical Image Segmentation	Mar 10, 2021	DecoderImage Segmentation	CodeCode Available	1
Deep Superpixel Cut for Unsupervised Image Segmentation	Mar 10, 2021	ClusteringImage Segmentation	—Unverified	0
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space	Mar 10, 2021	Domain GeneralizationFederated Learning	CodeCode Available	1
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient	Mar 10, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Principal component-based image segmentation: a new approach to outline in vitro cell colonies	Mar 10, 2021	Cultural Vocal Bursts Intensity PredictionImage Segmentation	—Unverified	0
Capturing Omni-Range Context for Omnidirectional Segmentation	Mar 9, 2021	Autonomous DrivingImage Segmentation	CodeCode Available	1
Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation	Mar 8, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization	Mar 8, 2021	DecoderImage Segmentation	CodeCode Available	1
High-Resolution Segmentation of Tooth Root Fuzzy Edge Based on Polynomial Curve Fitting with Landmark Detection	Mar 7, 2021	Image SegmentationSegmentation	—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