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 3751–3775 of 5035 papers

Title	Date	Tasks	Status	Hype
Convex Shape Prior for Deep Neural Convolution Network based Eye Fundus Images Segmentation	May 15, 2020	Image SegmentationSegmentation	—Unverified	0
Guided interactive image segmentation using machine learning and color based data set clustering	May 15, 2020	BIG-bench Machine LearningClustering	—Unverified	0
ECG-DelNet: Delineation of Ambulatory Electrocardiograms with Mixed Quality Labeling Using Neural Networks	May 11, 2020	Data AugmentationImage Segmentation	CodeCode Available	1
Medical Image Segmentation Using a U-Net type of Architecture	May 11, 2020	Decoderimage-classification	—Unverified	0
A Weighted Difference of Anisotropic and Isotropic Total Variation for Relaxed Mumford-Shah Color and Multiphase Image Segmentation	May 9, 2020	DenoisingImage Segmentation	CodeCode Available	0
Progressive Adversarial Semantic Segmentation	May 8, 2020	AnatomyImage Segmentation	—Unverified	0
Source-Relaxed Domain Adaptation for Image Segmentation	May 7, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1
How Can CNNs Use Image Position for Segmentation?	May 7, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
A Model for Image Segmentation in Retina	May 6, 2020	ClusteringGraph Clustering	—Unverified	0
Boundary-aware Context Neural Network for Medical Image Segmentation	May 3, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	0
ACCL: Adversarial constrained-CNN loss for weakly supervised medical image segmentation	May 1, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond	Apr 30, 2020	Image RegistrationImage Segmentation	CodeCode Available	1
Importance Driven Continual Learning for Segmentation Across Domains	Apr 30, 2020	Brain SegmentationContinual Learning	CodeCode Available	1
Polygonal Building Segmentation by Frame Field Learning	Apr 30, 2020	Image SegmentationMulti-Task Learning	CodeCode Available	1
Feedback U-net for Cell Image Segmentation	Apr 30, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation	Apr 30, 2020	Image SegmentationSegmentation	—Unverified	0
An Auto-Encoder Strategy for Adaptive Image Segmentation	Apr 29, 2020	Image SegmentationRepresentation Learning	CodeCode Available	1
A deep learning-based framework for segmenting invisible clinical target volumes with estimated uncertainties for post-operative prostate cancer radiotherapy	Apr 28, 2020	Image SegmentationSegmentation	—Unverified	0
FU-net: Multi-class Image Segmentation Using Feedback Weighted U-net	Apr 28, 2020	Image SegmentationSegmentation	CodeCode Available	1
DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation	Apr 28, 2020	DecoderImage Segmentation	CodeCode Available	1
Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation	Apr 27, 2020	Domain GeneralizationFew-Shot Learning	CodeCode Available	1
OR-UNet: an Optimized Robust Residual U-Net for Instrument Segmentation in Endoscopic Images	Apr 27, 2020	Data AugmentationImage Segmentation	—Unverified	0
COVID-19 Chest CT Image Segmentation -- A Deep Convolutional Neural Network Solution	Apr 23, 2020	Computed Tomography (CT)Image Segmentation	—Unverified	0
A review: Deep learning for medical image segmentation using multi-modality fusion	Apr 22, 2020	Deep Learningimage-classification	—Unverified	0
L-CO-Net: Learned Condensation-Optimization Network for Clinical Parameter Estimation from Cardiac Cine MRI	Apr 21, 2020	Cardiac SegmentationImage Segmentation	CodeCode Available	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