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 3051–3075 of 5035 papers

Title	Date	Tasks	Status
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation	Jun 3, 2022	Computed Tomography (CT)Decoder	—Unverified
Radiological images and machine learning: trends, perspectives, and prospects	Mar 27, 2019	BIG-bench Machine LearningContent-Based Image Retrieval	—Unverified
Radio U-Net: a convolutional neural network to detect diffuse radio sources in galaxy clusters and beyond	Aug 20, 2024	Image SegmentationSemantic Segmentation	—Unverified
Radious: Unveiling the Enigma of Dental Radiology with BEIT Adaptor and Mask2Former in Semantic Segmentation	May 10, 2023	Image SegmentationSegmentation	—Unverified
RadSAM: Segmenting 3D radiological images with a 2D promptable model	Apr 29, 2025	Image SegmentationMedical Image Segmentation	—Unverified
RAFT: Robust Augmentation of FeaTures for Image Segmentation	May 7, 2025	Active LearningDomain Adaptation	—Unverified
Railway LiDAR semantic segmentation based on intelligent semi-automated data annotation	Oct 17, 2024	3D Semantic SegmentationActive Learning	—Unverified
RAIS: Robust and Accurate Interactive Segmentation via Continual Learning	Oct 20, 2022	Continual LearningImage Segmentation	—Unverified
Random-coupled Neural Network	Mar 26, 2024	Image SegmentationSemantic Segmentation	—Unverified
Randomized Dimension Reduction with Statistical Guarantees	Oct 3, 2023	Computational EfficiencyData Augmentation	—Unverified
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information	Aug 27, 2020	Domain GeneralizationImage Segmentation	—Unverified
Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT	Apr 13, 2022	Image SegmentationMedical Image Analysis	—Unverified
FlexiFly: Interfacing the Physical World with Foundation Models Empowered by Reconfigurable Drone Systems	Mar 19, 2024	Image SegmentationSemantic Segmentation	—Unverified
RaSP: Relation-aware Semantic Prior for Weakly Supervised Incremental Segmentation	May 31, 2023	Continual LearningImage Segmentation	—Unverified
Rate-My-LoRA: Efficient and Adaptive Federated Model Tuning for Cardiac MRI Segmentation	Jan 6, 2025	Cardiac SegmentationFederated Learning	—Unverified
Real2Code: Reconstruct Articulated Objects via Code Generation	Jun 12, 2024	Code GenerationImage Segmentation	—Unverified
Realistic Data Enrichment for Robust Image Segmentation in Histopathology	Apr 19, 2023	Image AugmentationImage Segmentation	—Unverified
Real-Time and Robust Method for Hand Gesture Recognition System Based on Cross-Correlation Coefficient	Aug 8, 2014	Gesture RecognitionHand Gesture Recognition	—Unverified
Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes	Mar 11, 2020	Image SegmentationSegmentation	—Unverified
Real-Time Human Motion Capture with Multiple Depth Cameras	May 25, 2016	3D Pose EstimationImage Segmentation	—Unverified
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles	Aug 14, 2021	Image Segmentationobject-detection	—Unverified
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles with Label Propagation for Cross-Domain Adaptation	Oct 18, 2022	Domain AdaptationImage Segmentation	—Unverified
Real-time Prediction of Segmentation Quality	Jun 16, 2018	Binary ClassificationGeneral Classification	—Unverified
Real-time Seafloor Segmentation and Mapping	Apr 14, 2025	Image SegmentationSegmentation	—Unverified
Real-time Semantic Image Segmentation via Spatial Sparsity	Dec 1, 2017	Image SegmentationSegmentation	—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