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 4076–4100 of 5035 papers

Title	Date	Tasks	Status	Hype
Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image Segmentation	Jul 7, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation	Jul 5, 2019	Domain AdaptationImage Segmentation	—Unverified	0
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction	Jul 5, 2019	Image SegmentationMedical Image Analysis	—Unverified	0
A General Framework for Complex Network-Based Image Segmentation	Jul 4, 2019	Community DetectionImage Segmentation	—Unverified	0
Using Deep Learning to Count Albatrosses from Space	Jul 3, 2019	Deep LearningImage Segmentation	—Unverified	0
Deep Attentive Features for Prostate Segmentation in 3D Transrectal Ultrasound	Jul 3, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images	Jul 3, 2019	AnatomyDeep Learning	—Unverified	0
Improving the generalizability of convolutional neural network-based segmentation on CMR images	Jul 2, 2019	Image SegmentationSegmentation	CodeCode Available	0
SLSNet: Skin lesion segmentation using a lightweight generative adversarial network	Jul 1, 2019	Generative Adversarial NetworkGPU	—Unverified	0
Conditional Segmentation in Lieu of Image Registration	Jun 30, 2019	Image RegistrationImage Segmentation	—Unverified	0
A Regularized Convolutional Neural Network for Semantic Image Segmentation	Jun 28, 2019	Image Segmentationobject-detection	—Unverified	0
CaDIS: Cataract Dataset for Image Segmentation	Jun 27, 2019	2D Semantic Segmentation task 1 (8 classes)2D Semantic Segmentation task 2 (17 classes)	—Unverified	0
Boundary and Entropy-driven Adversarial Learning for Fundus Image Segmentation	Jun 26, 2019	Domain AdaptationImage Segmentation	CodeCode Available	0
Topology Maintained Structure Encoding	Jun 26, 2019	Image SegmentationObject Recognition	—Unverified	0
A Novel Deep Learning Based Approach for Left Ventricle Segmentation in Echocardiography: MFP-Unet	Jun 25, 2019	DecoderImage Segmentation	—Unverified	0
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization	Jun 25, 2019	Adversarial DefenseImage Segmentation	—Unverified	0
Learning a sparse database for patch-based medical image segmentation	Jun 25, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm Infants	Jun 24, 2019	Image SegmentationLesion Segmentation	CodeCode Available	0
Learning to segment microscopy images with lazy labels	Jun 20, 2019	Image SegmentationMulti-Task Learning	—Unverified	0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation	Jun 18, 2019	Active LearningImage Segmentation	—Unverified	0
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation	Jun 14, 2019	image-classificationImage Classification	CodeCode Available	1
Scalable Neural Architecture Search for 3D Medical Image Segmentation	Jun 13, 2019	DecoderImage Segmentation	—Unverified	0
Topology-Preserving Deep Image Segmentation	Jun 12, 2019	Image SegmentationSegmentation	CodeCode Available	1
Mimic and Fool: A Task Agnostic Adversarial Attack	Jun 11, 2019	Adversarial AttackImage Captioning	CodeCode Available	0
`Project & Excite' Modules for Segmentation of Volumetric Medical Scans	Jun 11, 2019	Brain SegmentationImage Segmentation	CodeCode Available	1

Show:10 25 50

← PrevPage 164 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