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 4476–4500 of 5035 papers

Title	Date	Tasks	Status
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation	Nov 28, 2016	image-classificationImage Segmentation	CodeCode Available
Disentangle, align and fuse for multimodal and semi-supervised image segmentation	Nov 11, 2019	AnatomyCardiac Segmentation	CodeCode Available
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea Detection	May 19, 2023	Fovea DetectionImage Segmentation	CodeCode Available
Adaptive Real-Time Multi-Loss Function Optimization Using Dynamic Memory Fusion Framework: A Case Study on Breast Cancer Segmentation	Oct 10, 2024	Deep LearningImage Segmentation	CodeCode Available
Discriminative features pyramid network for medical image segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Discriminative features pyramid network for medical image segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Open-Set 3D Semantic Instance Maps for Vision Language Navigation -- O3D-SIM	Apr 27, 2024	Image SegmentationNavigate	CodeCode Available
2D LiDAR and Camera Fusion Using Motion Cues for Indoor Layout Estimation	Apr 24, 2022	Image SegmentationSemantic Segmentation	CodeCode Available
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available
Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural Networks	Jan 4, 2019	Deep LearningImage Segmentation	CodeCode Available
Scaling Open-Vocabulary Image Segmentation with Image-Level Labels	Dec 22, 2021	Image SegmentationSegmentation	CodeCode Available
Disconnect to Connect: A Data Augmentation Method for Improving Topology Accuracy in Image Segmentation	Mar 7, 2025	Data AugmentationImage Segmentation	CodeCode Available
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel Segmentation	Apr 13, 2023	Image SegmentationSegmentation	CodeCode Available
A Spatially Constrained Deep Convolutional Neural Network for Nerve Fiber Segmentation in Corneal Confocal Microscopic Images using Inaccurate Annotations	Apr 20, 2020	Image SegmentationMedical Image Analysis	CodeCode Available
IODeep: an IOD for the introduction of deep learning in the DICOM standard	Nov 10, 2023	DiagnosticFederated Learning	CodeCode Available
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image Segmentation	Jul 22, 2021	Data AugmentationImage Segmentation	CodeCode Available
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation	Mar 29, 2021	GPUImage Segmentation	CodeCode Available
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative Learning	Sep 11, 2024	Image SegmentationSegmentation	CodeCode Available
An Efficient Smoothing and Thresholding Image Segmentation Framework with Weighted Anisotropic-Isotropic Total Variation	Feb 21, 2022	Image SegmentationSegmentation	CodeCode Available
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation	Aug 7, 2023	Dimensionality ReductionImage Segmentation	CodeCode Available
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net Architecture	Apr 22, 2023	DecoderDiagnostic	CodeCode Available
A Semi-Automated Usability Evaluation Framework for Interactive Image Segmentation Systems	Sep 1, 2019	Image SegmentationInteractive Segmentation	CodeCode Available
Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality Losses	Feb 27, 2025	Image SegmentationSegmentation	CodeCode Available
Self-supervised Learning of Dense Hierarchical Representations for Medical Image Segmentation	Jan 12, 2024	Image SegmentationLinear evaluation	CodeCode Available
Optimal Transport for Multi-source Domain Adaptation under Target Shift	Mar 13, 2018	Domain AdaptationImage Segmentation	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