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

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Showing 4326–4350 of 5035 papers

Title	Date	Tasks	Status
Volumetric medical image segmentation through dual self-distillation in U-shaped networks	Jun 5, 2023	Brain Tumor SegmentationDecoder	CodeCode Available
Segmentation Style Discovery: Application to Skin Lesion Images	Aug 5, 2024	Image SegmentationLesion Segmentation	CodeCode Available
Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation	Dec 26, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning	Nov 21, 2023	Contrastive LearningImage Segmentation	CodeCode Available
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical Image	Aug 23, 2022	Image SegmentationInductive Bias	CodeCode Available
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray Segmentation	Sep 11, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available
CMF: Cascaded Multi-model Fusion for Referring Image Segmentation	Jun 16, 2021	Image SegmentationSegmentation	CodeCode Available
Leveraging Self-supervised Denoising for Image Segmentation	Nov 27, 2019	DenoisingImage Segmentation	CodeCode Available
Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation	Aug 31, 2023	Data AugmentationDecoder	CodeCode Available
Leveraging Domain Knowledge to Improve Microscopy Image Segmentation with Lifted Multicuts	May 25, 2019	graph partitioningImage Segmentation	CodeCode Available
CloudSegNet: A Deep Network for Nychthemeron Cloud Image Segmentation	Apr 16, 2019	Cloud DetectionImage Segmentation	CodeCode Available
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring Expressions	Jan 3, 2019	DiagnosticImage Segmentation	CodeCode Available
Uncertainty Quantified Deep Learning and Regression Analysis Framework for Image Segmentation of Skin Cancer Lesions	Dec 28, 2024	Image SegmentationSegmentation	CodeCode Available
DSFNet: Dual-GCN and Location-fused Self-attention with Weighted Fast Normalized Fusion for Polyps Segmentation	Aug 15, 2023	Brain Tumor SegmentationDecoder	CodeCode Available
DSAL: Deeply Supervised Active Learning from Strong and Weak Labelers for Biomedical Image Segmentation	Jan 22, 2021	Active LearningEnsemble Learning	CodeCode Available
Double-well Net for Image Segmentation	Dec 31, 2023	Image SegmentationSegmentation	CodeCode Available
Segment-Anything Models Achieve Zero-shot Robustness in Autonomous Driving	Aug 19, 2024	Adversarial RobustnessAutonomous Driving	CodeCode Available
Mutual Query Network for Multi-Modal Product Image Segmentation	Jun 26, 2023	Image SegmentationSegmentation	CodeCode Available
Test Time Training for 4D Medical Image Interpolation	Feb 4, 2025	DiagnosticDomain Adaptation	CodeCode Available
ZECO: ZeroFusion Guided 3D MRI Conditional Generation	Mar 24, 2025	DiagnosticImage Segmentation	CodeCode Available
Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation	Oct 21, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors	Dec 2, 2018	Image DehazingImage Segmentation	CodeCode Available
Leveraging CAM Algorithms for Explaining Medical Semantic Segmentation	Sep 30, 2024	ClassificationDecision Making	CodeCode Available
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical Images	Oct 2, 2024	AnatomyForm	CodeCode Available
DopUS-Net: Quality-Aware Robotic Ultrasound Imaging based on Doppler Signal	May 15, 2023	Image SegmentationRegion Proposal	CodeCode Available

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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