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 3926–3950 of 5035 papers

Title	Date	Tasks	Status	Hype
Hierarchical Attention Networks for Medical Image Segmentation	Nov 20, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Automatic Brain Tumour Segmentation and Biophysics-Guided Survival Prediction	Nov 19, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Automatic Image Co-Segmentation: A Survey	Nov 18, 2019	Image SegmentationObject	—Unverified	0
Signal Clustering with Class-independent Segmentation	Nov 18, 2019	ClusteringImage Segmentation	—Unverified	0
Automated Human Claustrum Segmentation using Deep Learning Technologies	Nov 18, 2019	Deep LearningImage Segmentation	—Unverified	0
Kvasir-SEG: A Segmented Polyp Dataset	Nov 16, 2019	Image SegmentationMedical Image Analysis	CodeCode Available	0
ResUNet++: An Advanced Architecture for Medical Image Segmentation	Nov 16, 2019	Colorectal Polyps CharacterizationImage Segmentation	CodeCode Available	1
PI-RCNN: An Efficient Multi-sensor 3D Object Detector with Point-based Attentive Cont-conv Fusion Module	Nov 14, 2019	3D Object DetectionImage Segmentation	—Unverified	0
Cost-efficient segmentation of electron microscopy images using active learning	Nov 13, 2019	Active Learningimage-classification	—Unverified	0
Sampling of Planar Curves: Theory and Fast Algorithms	Nov 12, 2019	Image SegmentationSemantic Segmentation	—Unverified	0
Semi-Supervised Multi-Organ Segmentation through Quality Assurance Supervision	Nov 12, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation Maps	Nov 12, 2019	Edge DetectionImage Segmentation	CodeCode Available	0
Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning	Nov 12, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Disentangle, align and fuse for multimodal and semi-supervised image segmentation	Nov 11, 2019	AnatomyCardiac Segmentation	CodeCode Available	0
FaultNet: Faulty Rail-Valves Detection using Deep Learning and Computer Vision	Nov 9, 2019	Defect DetectionFault Detection	—Unverified	0
Deep learning for cardiac image segmentation: A review	Nov 9, 2019	Computed Tomography (CT)Deep Learning	—Unverified	0
Enabling Highly Efficient Capsule Networks Processing Through A PIM-Based Architecture Design	Nov 7, 2019	GPUImage Segmentation	—Unverified	0
Machine Learning Techniques for Biomedical Image Segmentation: An Overview of Technical Aspects and Introduction to State-of-Art Applications	Nov 6, 2019	BIG-bench Machine LearningClustering	—Unverified	0
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice	Nov 5, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation	Nov 5, 2019	AllData Augmentation	CodeCode Available	1
Semi-Supervised Medical Image Segmentation via Learning Consistency under Transformations	Nov 4, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
LDLS: 3-D Object Segmentation Through Label Diffusion From 2-D Images	Oct 30, 2019	Image SegmentationPoint Cloud Segmentation	CodeCode Available	0
The Domain Shift Problem of Medical Image Segmentation and Vendor-Adaptation by Unet-GAN	Oct 30, 2019	Generative Adversarial NetworkImage Segmentation	—Unverified	0
Domain Generalization via Model-Agnostic Learning of Semantic Features	Oct 29, 2019	Domain GeneralizationGeneral Knowledge	CodeCode Available	0
PT-ResNet: Perspective Transformation-Based Residual Network for Semantic Road Image Segmentation	Oct 29, 2019	Image Segmentationroad scene understanding	—Unverified	0

Show:10 25 50

← PrevPage 158 of 202Next →

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