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 926–950 of 5035 papers

Title	Date	Tasks	Status	Hype
Self-Paced Sample Selection for Barely-Supervised Medical Image Segmentation	Jul 7, 2024	Contrastive LearningImage Registration	CodeCode Available	0
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models	Jul 7, 2024	DenoisingDiagnostic	—Unverified	0
Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation	Jul 7, 2024	DecoderImage Segmentation	CodeCode Available	1
Leveraging Task-Specific Knowledge from LLM for Semi-Supervised 3D Medical Image Segmentation	Jul 6, 2024	Image SegmentationLanguage Modelling	—Unverified	0
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	0
HCS-TNAS: Hybrid Constraint-driven Semi-supervised Transformer-NAS for Ultrasound Image Segmentation	Jul 5, 2024	Contrastive LearningImage Segmentation	—Unverified	0
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)	Jul 5, 2024	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	0
Semi-Supervised Segmentation via Embedding Matching	Jul 5, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
HyperSpace: Hypernetworks for spacing-adaptive image segmentation	Jul 4, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	0
Attention Normalization Impacts Cardinality Generalization in Slot Attention	Jul 4, 2024	Image SegmentationObject	CodeCode Available	0
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation	Jul 3, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Plant Doctor: A hybrid machine learning and image segmentation software to quantify plant damage in video footage	Jul 3, 2024	Computational EfficiencyDiagnostic	—Unverified	0
An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation	Jul 3, 2024	Domain AdaptationImage Segmentation	CodeCode Available	1
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization	Jul 3, 2024	Anomaly DetectionImage Segmentation	—Unverified	0
Model Guidance via Explanations Turns Image Classifiers into Segmentation Models	Jul 3, 2024	Decoderimage-classification	CodeCode Available	0
HoloHisto: End-to-end Gigapixel WSI Segmentation with 4K Resolution Sequential Tokenization	Jul 3, 2024	4kImage Segmentation	—Unverified	0
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling	Jul 2, 2024	Feature UpsamplingImage Segmentation	CodeCode Available	0
FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness	Jul 2, 2024	Federated LearningImage Segmentation	CodeCode Available	0
Kolmogorov-Arnold Convolutions: Design Principles and Empirical Studies	Jul 1, 2024	image-classificationImage Classification	CodeCode Available	4
Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputs	Jul 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart	Jul 1, 2024	3D Medical Imaging Segmentationimage-classification	CodeCode Available	3
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes	Jul 1, 2024	Autonomous VehiclesImage Segmentation	CodeCode Available	1
HATs: Hierarchical Adaptive Taxonomy Segmentation for Panoramic Pathology Image Analysis	Jun 30, 2024	AnatomyImage Segmentation	CodeCode Available	0
pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation	Jun 29, 2024	Federated LearningImage Segmentation	—Unverified	0
Segment Anything without Supervision	Jun 28, 2024	ClusteringImage Segmentation	CodeCode Available	3

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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