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 4301–4325 of 5035 papers

Title	Date	Tasks	Status	Hype
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available	0
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth	Oct 15, 2018	Image SegmentationSegmentation	CodeCode Available	0
A Novel Extension to Fuzzy Connectivity for Body Composition Analysis: Applications in Thigh, Brain, and Whole Body Tissue Segmentation	Oct 14, 2018	ClusteringImage Segmentation	—Unverified	0
A Gentle Introduction to Deep Learning in Medical Image Processing	Oct 12, 2018	Deep LearningImage Registration	—Unverified	0
A Novel Domain Adaptation Framework for Medical Image Segmentation	Oct 11, 2018	Domain AdaptationImage Registration	—Unverified	0
Image Segmentation using Unsupervised Watershed Algorithm with an Over-segmentation Reduction Technique	Oct 9, 2018	Image SegmentationSegmentation	—Unverified	0
Light-Weight RefineNet for Real-Time Semantic Segmentation	Oct 8, 2018	GPUImage Segmentation	CodeCode Available	0
Deep Geodesic Learning for Segmentation and Anatomical Landmarking	Oct 6, 2018	AnatomyData Augmentation	—Unverified	0
Dark Model Adaptation: Semantic Image Segmentation from Daytime to Nighttime	Oct 5, 2018	Image SegmentationSegmentation	—Unverified	0
PADDIT: Probabilistic Augmentation of Data using Diffeomorphic Image Transformation	Oct 3, 2018	Image SegmentationMedical Image Segmentation	—Unverified	0
Extreme Augmentation : Can deep learning based medical image segmentation be trained using a single manually delineated scan?	Oct 3, 2018	Data AugmentationImage Segmentation	—Unverified	0
Learning Discriminators as Energy Networks in Adversarial Learning	Oct 2, 2018	Image SegmentationMulti-Label Classification	—Unverified	0
Multi-Level Contextual Network for Biomedical Image Segmentation	Sep 30, 2018	Image SegmentationSegmentation	CodeCode Available	0
Deep Learning for End-to-End Atrial Fibrillation Recurrence Estimation	Sep 30, 2018	AnatomyAtrial Fibrillation Recurrence Estimation	—Unverified	0
Diagnostics in Semantic Segmentation	Sep 27, 2018	Image SegmentationScene Understanding	—Unverified	0
Image Reconstruction Using Deep Learning	Sep 27, 2018	Deep LearningDenoising	—Unverified	0
Effective Cloud Detection and Segmentation using a Gradient-Based Algorithm for Satellite Imagery; Application to improve PERSIANN-CCS	Sep 27, 2018	Cloud DetectionImage Segmentation	—Unverified	0
Towards increased trustworthiness of deep learning segmentation methods on cardiac MRI	Sep 27, 2018	Deep LearningImage Segmentation	—Unverified	0
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation	Sep 27, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Open Source Presentation Attack Detection Baseline for Iris Recognition	Sep 26, 2018	Image SegmentationIris Recognition	CodeCode Available	1
Semantic and structural image segmentation for prosthetic vision	Sep 25, 2018	Image SegmentationObject	—Unverified	0
Modern Convex Optimization to Medical Image Analysis	Sep 24, 2018	Computed Tomography (CT)Image Segmentation	—Unverified	0
Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation	Sep 21, 2018	Image SegmentationInfant Brain Mri Segmentation	—Unverified	0
Unsupervised Image to Sequence Translation with Canvas-Drawer Networks	Sep 21, 2018	Image SegmentationSemantic Segmentation	CodeCode Available	0
Recent progress in semantic image segmentation	Sep 20, 2018	Image SegmentationSegmentation	—Unverified	0

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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