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 2826–2850 of 5035 papers

Title	Date	Tasks	Status
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans	Feb 1, 2023	Continual Semantic SegmentationDecoder	—Unverified
Fuzzy Superpixel-based Image Segmentation	Feb 1, 2023	Image SegmentationSegmentation	—Unverified
Weakly Supervised Image Segmentation Beyond Tight Bounding Box Annotations	Jan 28, 2023	Image SegmentationMultiple Instance Learning	CodeCode Available
Neural Gas Network Image Features and Segmentation for Brain Tumor Detection Using Magnetic Resonance Imaging Data	Jan 28, 2023	Binary ClassificationClassification	CodeCode Available
Victoria Amazonica Optimization (VAO): An Algorithm Inspired by the Giant Water Lily Plant	Jan 22, 2023	feature selectionImage Segmentation	CodeCode Available
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation	Jan 20, 2023	Feature EngineeringGPU	—Unverified
Three-dimensional reconstruction and characterization of bladder deformations	Jan 18, 2023	DiagnosticImage Segmentation	—Unverified
SegViz: A federated-learning based framework for multi-organ segmentation on heterogeneous data sets with partial annotations	Jan 17, 2023	Federated LearningImage Segmentation	—Unverified
Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images	Jan 17, 2023	Image Segmentationscientific discovery	—Unverified
TAAL: Test-time Augmentation for Active Learning in Medical Image Segmentation	Jan 16, 2023	Active LearningImage Segmentation	CodeCode Available
Post-Train Adaptive U-Net for Image Segmentation	Jan 16, 2023	Image SegmentationSegmentation	—Unverified
Linguistic Query-Guided Mask Generation for Referring Image Segmentation	Jan 16, 2023	Contrastive Learningcross-modal alignment	—Unverified
A Comprehensive Review of Modern Object Segmentation Approaches	Jan 13, 2023	Image SegmentationObject	—Unverified
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation	Jan 12, 2023	Image SegmentationMedical Image Segmentation	—Unverified
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shifts	Jan 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Inverse Quantum Fourier Transform Inspired Algorithm for Unsupervised Image Segmentation	Jan 11, 2023	Image SegmentationSegmentation	—Unverified
Difference of Anisotropic and Isotropic TV for Segmentation under Blur and Poisson Noise	Jan 6, 2023	Image Segmentationimage smoothing	CodeCode Available
Finding the Most Transferable Tasks for Brain Image Segmentation	Jan 3, 2023	Brain Image SegmentationImage Segmentation	—Unverified
Learning Confident Classifiers in the Presence of Label Noise	Jan 2, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Multi-view Spectral Polarization Propagation for Video Glass Segmentation	Jan 1, 2023	Image SegmentationSegmentation	—Unverified
Weakly Supervised Referring Image Segmentation with Intra-Chunk and Inter-Chunk Consistency	Jan 1, 2023	Image SegmentationImage-text matching	—Unverified
High Quality Entity Segmentation	Jan 1, 2023	Image SegmentationPanop	—Unverified
Learning To Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization	Jan 1, 2023	Hyperparameter OptimizationImage Segmentation	—Unverified
Segment Every Reference Object in Spatial and Temporal Spaces	Jan 1, 2023	Image SegmentationObject	—Unverified
SegLoc: Learning Segmentation-Based Representations for Privacy-Preserving Visual Localization	Jan 1, 2023	Image SegmentationPose Estimation	—Unverified

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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