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 2326–2350 of 5035 papers

Title	Date	Tasks	Status	Hype
SegLoc: Learning Segmentation-Based Representations for Privacy-Preserving Visual Localization	Jan 1, 2023	Image SegmentationPose Estimation	—Unverified	0
Learning To Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization	Jan 1, 2023	Hyperparameter OptimizationImage Segmentation	—Unverified	0
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated Uncertainty	Jan 1, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors	Dec 30, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm	Dec 30, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery	Dec 29, 2022	AnatomyData Augmentation	CodeCode Available	1
MyI-Net: Fully Automatic Detection and Quantification of Myocardial Infarction from Cardiovascular MRI Images	Dec 28, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
Pixel Relationships-based Regularizer for Retinal Vessel Image Segmentation	Dec 28, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
Position-Aware Contrastive Alignment for Referring Image Segmentation	Dec 27, 2022	Image SegmentationPosition	—Unverified	0
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation	Dec 27, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1
The most general manner to injectively align true and predicted segments	Dec 27, 2022	Image SegmentationSegmentation	—Unverified	0
Semi-Supervised Domain Adaptation for Semantic Segmentation of Roads from Satellite Images	Dec 26, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Generalized Decoding for Pixel, Image, and Language	Dec 21, 2022	DecoderImage Segmentation	CodeCode Available	3
Lightweight Monocular Depth Estimation	Dec 21, 2022	Depth EstimationImage Segmentation	—Unverified	0
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation	Dec 21, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image Segmentation	Dec 21, 2022	Image SegmentationSegmentation	CodeCode Available	0
Masked Event Modeling: Self-Supervised Pretraining for Event Cameras	Dec 20, 2022	ClassificationEvent-based vision	CodeCode Available	1
Image Segmentation-based Unsupervised Multiple Objects Discovery	Dec 20, 2022	Class-agnostic Object DetectionImage Segmentation	—Unverified	0
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation	Dec 19, 2022	Image SegmentationSegmentation	—Unverified	0
Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation	Dec 19, 2022	DecoderImage Segmentation	CodeCode Available	1
Segmentation Ability Map: Interpret deep features for medical image segmentation	Dec 19, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation	Dec 17, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Lightweight integration of 3D features to improve 2D image segmentation	Dec 16, 2022	Image SegmentationScene Understanding	CodeCode Available	0
Semi-Siamese Network for Robust Change Detection Across Different Domains with Applications to 3D Printing	Dec 16, 2022	Change DetectionDefect Detection	—Unverified	0
Multi-task Fusion for Efficient Panoptic-Part Segmentation	Dec 15, 2022	Image SegmentationPart-aware Panoptic Segmentation	—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