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 1401–1425 of 5035 papers

Title	Date	Tasks	Status	Score
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shifts	Jan 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	5
A New Perspective to Boost Performance Fairness for Medical Federated Learning	Oct 12, 2024	FairnessFederated Learning	CodeCode Available	5
Boundary Loss for Remote Sensing Imagery Semantic Segmentation	May 20, 2019	Boundary DetectionImage Segmentation	CodeCode Available	5
3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image Segmentation	Mar 25, 2024	DecoderHippocampus	CodeCode Available	5
Localized Adaptive Risk Control	May 13, 2024	ARCFairness	CodeCode Available	5
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation	Sep 2, 2023	AnatomyData Augmentation	CodeCode Available	5
A New Ensemble Learning Framework for 3D Biomedical Image Segmentation	Dec 10, 2018	3D Medical Imaging SegmentationEnsemble Learning	CodeCode Available	5
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation	Dec 13, 2019	Computational EfficiencyImage Segmentation	CodeCode Available	5
A New Dataset and Performance Benchmark for Real-time Spacecraft Segmentation in Onboard Flight Computers	Jul 14, 2025	Image SegmentationSegmentation	CodeCode Available	5
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel Segmentation	Sep 10, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	5
LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and Vectors	Jul 16, 2024	BraTS2021Hippocampus	CodeCode Available	5
Lightweight integration of 3D features to improve 2D image segmentation	Dec 16, 2022	Image SegmentationScene Understanding	CodeCode Available	5
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result Fusion	Dec 11, 2024	GPUImage Segmentation	CodeCode Available	5
Boundary-Aware Geometric Encoding for Semantic Segmentation of Point Clouds	Jan 7, 2021	Image SegmentationPoint Cloud Segmentation	CodeCode Available	5
Boundary-aware Context Neural Network for Medical Image Segmentation	May 3, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	5
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentation	Mar 28, 2022	DenoisingDimensionality Reduction	CodeCode Available	5
Light-Weight RefineNet for Real-Time Semantic Segmentation	Oct 8, 2018	GPUImage Segmentation	CodeCode Available	5
Boundary and Entropy-driven Adversarial Learning for Fundus Image Segmentation	Jun 26, 2019	Domain AdaptationImage Segmentation	CodeCode Available	5
Bottom-Up Shift and Reasoning for Referring Image Segmentation	Jun 19, 2021	Image SegmentationSegmentation	CodeCode Available	5
Leveraging Self-supervised Denoising for Image Segmentation	Nov 27, 2019	DenoisingImage Segmentation	CodeCode Available	5
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning	Nov 21, 2023	Contrastive LearningImage Segmentation	CodeCode Available	5
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape Descriptor	Nov 13, 2021	AnatomyDimensionality Reduction	CodeCode Available	5
Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer	Apr 17, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Leveraging CAM Algorithms for Explaining Medical Semantic Segmentation	Sep 30, 2024	ClassificationDecision Making	CodeCode Available	5
Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation	Oct 21, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5

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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