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 3451–3475 of 5035 papers

Title	Date	Tasks	Status
BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation	Mar 3, 2020	AutoMLImage Segmentation	—Unverified
C^3PS: Context-aware Conditional Cross Pseudo Supervision for Semi-supervised Medical Image Segmentation	Jun 14, 2023	Image SegmentationMedical Image Segmentation	—Unverified
CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation	Feb 1, 2025	Image SegmentationMedical Image Segmentation	—Unverified
CADFormer: Fine-Grained Cross-modal Alignment and Decoding Transformer for Referring Remote Sensing Image Segmentation	Mar 30, 2025	cross-modal alignmentImage Segmentation	—Unverified
CaDIS: Cataract Dataset for Image Segmentation	Jun 27, 2019	2D Semantic Segmentation task 1 (8 classes)2D Semantic Segmentation task 2 (17 classes)	—Unverified
CAggNet: Crossing Aggregation Network for Medical Image Segmentation	Apr 16, 2020	Image SegmentationMedical Image Analysis	—Unverified
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image	May 27, 2022	Computed Tomography (CT)Deep Learning	—Unverified
Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification	May 29, 2019	Binary ClassificationClassification	—Unverified
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results	May 13, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Calibration & Reconstruction: Deep Integrated Language for Referring Image Segmentation	Apr 12, 2024	DecoderImage Segmentation	—Unverified
CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models	Dec 26, 2024	Image SegmentationSegmentation	—Unverified
CAN3D: Fast 3D Medical Image Segmentation via Compact Context Aggregation	Sep 12, 2021	DiagnosticImage Segmentation	—Unverified
Can a single image processing algorithm work equally well across all phases of DCE-MRI?	Jun 22, 2023	AllImage Registration	—Unverified
Candidate Constrained CRFs for Loss-Aware Structured Prediction	Dec 10, 2014	Image SegmentationPrediction	—Unverified
Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture	Nov 25, 2023	Crop ClassificationCrop Type Mapping	—Unverified
Can segmentation models be trained with fully synthetically generated data?	Sep 17, 2022	Data AugmentationEthics	—Unverified
Can we unify monocular detectors for autonomous driving by using the pixel-wise semantic segmentation of CNNs?	Jul 4, 2016	Autonomous DrivingImage Segmentation	—Unverified
CapsNet for Medical Image Segmentation	Mar 16, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Capsules for Biomedical Image Segmentation	Apr 9, 2020	Computed Tomography (CT)Decoder	—Unverified
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis	Mar 4, 2022	Image SegmentationMedical Image Analysis	—Unverified
Cardiac MRI Image Segmentation for Left Ventricle and Right Ventricle using Deep Learning	Sep 17, 2019	Data AugmentationImage Segmentation	—Unverified
Cardiac MR Image Segmentation Techniques: an overview	Feb 14, 2015	Cardiac SegmentationImage Segmentation	—Unverified
CardiacNET: Segmentation of Left Atrium and Proximal Pulmonary Veins from MRI Using Multi-View CNN	May 17, 2017	Cardiac SegmentationCPU	—Unverified
Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions	May 27, 2021	Cardiac SegmentationComputed Tomography (CT)	—Unverified
Car Segmentation and Pose Estimation using 3D Object Models	Dec 21, 2015	3D Pose EstimationImage Segmentation	—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