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 2276–2300 of 5035 papers

Title	Date	Tasks	Status	Hype
Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective	Feb 3, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
SegForestNet: Spatial-Partitioning-Based Aerial Image Segmentation	Feb 3, 2023	DecoderImage Segmentation	CodeCode Available	1
Paced-Curriculum Distillation with Prediction and Label Uncertainty for Image Segmentation	Feb 2, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Fuzzy Superpixel-based Image Segmentation	Feb 1, 2023	Image SegmentationSegmentation	—Unverified	0
Continuous U-Net: Faster, Greater and Noiseless	Feb 1, 2023	BenchmarkingDecoder	—Unverified	0
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	0
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy	Jan 30, 2023	AnatomyImage Segmentation	CodeCode Available	1
Weakly Supervised Image Segmentation Beyond Tight Bounding Box Annotations	Jan 28, 2023	Image SegmentationMultiple Instance Learning	CodeCode Available	0
ProtoSeg: Interpretable Semantic Segmentation with Prototypical Parts	Jan 28, 2023	DiversityImage Segmentation	CodeCode Available	1
Neural Gas Network Image Features and Segmentation for Brain Tumor Detection Using Magnetic Resonance Imaging Data	Jan 28, 2023	Binary ClassificationClassification	CodeCode Available	0
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach	Jan 25, 2023	Image SegmentationLesion Segmentation	CodeCode Available	1
Victoria Amazonica Optimization (VAO): An Algorithm Inspired by the Giant Water Lily Plant	Jan 22, 2023	feature selectionImage Segmentation	CodeCode Available	0
Improving Sketch Colorization using Adversarial Segmentation Consistency	Jan 20, 2023	ColorizationImage Segmentation	CodeCode Available	1
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation	Jan 20, 2023	Feature EngineeringGPU	—Unverified	0
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer	Jan 19, 2023	Image GenerationImage Segmentation	CodeCode Available	3
Three-dimensional reconstruction and characterization of bladder deformations	Jan 18, 2023	DiagnosticImage Segmentation	—Unverified	0
Active learning for medical image segmentation with stochastic batches	Jan 18, 2023	Active LearningDiversity	CodeCode Available	1
Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images	Jan 17, 2023	Image Segmentationscientific discovery	—Unverified	0
SegViz: A federated-learning based framework for multi-organ segmentation on heterogeneous data sets with partial annotations	Jan 17, 2023	Federated LearningImage Segmentation	—Unverified	0
Multi Kernel Positional Embedding ConvNeXt for Polyp Segmentation	Jan 17, 2023	DecoderImage Segmentation	CodeCode Available	1
Linguistic Query-Guided Mask Generation for Referring Image Segmentation	Jan 16, 2023	Contrastive Learningcross-modal alignment	—Unverified	0
TAAL: Test-time Augmentation for Active Learning in Medical Image Segmentation	Jan 16, 2023	Active LearningImage Segmentation	CodeCode Available	0
Post-Train Adaptive U-Net for Image Segmentation	Jan 16, 2023	Image SegmentationSegmentation	—Unverified	0
Hematoxylin and eosin stained oral squamous cell carcinoma histological images dataset	Jan 13, 2023	Decision MakingDiagnostic	CodeCode Available	1
A Comprehensive Review of Modern Object Segmentation Approaches	Jan 13, 2023	Image SegmentationObject	—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