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 1901–1925 of 5035 papers

Title	Date	Tasks	Status
Enhancing Semantic Segmentation with Adaptive Focal Loss: A Novel Approach	Jul 13, 2024	DiagnosticImage Segmentation	—Unverified
Advanced Graph Clustering Methods: A Comprehensive and In-Depth Analysis	Jul 12, 2024	ClusteringDeep Learning	CodeCode Available
Segmenting Medical Images with Limited Data	Jul 12, 2024	DecoderDiversity	CodeCode Available
Introducing VaDA: Novel Image Segmentation Model for Maritime Object Segmentation Using New Dataset	Jul 12, 2024	Autonomous NavigationImage Segmentation	—Unverified
Open Vocabulary Multi-Label Video Classification	Jul 12, 2024	Action ClassificationClassification	—Unverified
SliceMamba with Neural Architecture Search for Medical Image Segmentation	Jul 11, 2024	Image SegmentationMamba	—Unverified
Early Explorations of Lightweight Models for Wound Segmentation on Mobile Devices	Jul 10, 2024	Image SegmentationSegmentation	—Unverified
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation	Jul 10, 2024	Domain AdaptationDomain Generalization	—Unverified
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review	Jul 9, 2024	Image SegmentationSegmentation	—Unverified
Swin UNETR segmentation with automated geometry filtering for biomechanical modeling of knee joint cartilage	Jul 8, 2024	Image SegmentationSegmentation	—Unverified
High-Throughput Phenotyping using Computer Vision and Machine Learning	Jul 8, 2024	Image SegmentationOptical Character Recognition	CodeCode Available
Unsupervised Fault Detection using SAM with a Moving Window Approach	Jul 8, 2024	Fault DetectionImage Segmentation	—Unverified
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis	Jul 8, 2024	Image SegmentationLesion Segmentation	CodeCode Available
Self-Paced Sample Selection for Barely-Supervised Medical Image Segmentation	Jul 7, 2024	Contrastive LearningImage Registration	CodeCode Available
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models	Jul 7, 2024	DenoisingDiagnostic	—Unverified
SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via Mixture of Experts for 3D Medical Image Segmentation	Jul 6, 2024	General KnowledgeImage Segmentation	—Unverified
Leveraging Task-Specific Knowledge from LLM for Semi-Supervised 3D Medical Image Segmentation	Jul 6, 2024	Image SegmentationLanguage Modelling	—Unverified
Semi-Supervised Segmentation via Embedding Matching	Jul 5, 2024	Image SegmentationMedical Image Segmentation	—Unverified
HCS-TNAS: Hybrid Constraint-driven Semi-supervised Transformer-NAS for Ultrasound Image Segmentation	Jul 5, 2024	Contrastive LearningImage Segmentation	—Unverified
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)	Jul 5, 2024	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available
HyperSpace: Hypernetworks for spacing-adaptive image segmentation	Jul 4, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
Attention Normalization Impacts Cardinality Generalization in Slot Attention	Jul 4, 2024	Image SegmentationObject	CodeCode Available
Model Guidance via Explanations Turns Image Classifiers into Segmentation Models	Jul 3, 2024	Decoderimage-classification	CodeCode Available
HoloHisto: End-to-end Gigapixel WSI Segmentation with 4K Resolution Sequential Tokenization	Jul 3, 2024	4kImage Segmentation	—Unverified
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization	Jul 3, 2024	Anomaly DetectionImage Segmentation	—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