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 4351–4375 of 5035 papers

Title	Date	Tasks	Status	Hype
Concept Mask: Large-Scale Segmentation from Semantic Concepts	Aug 18, 2018	Image SegmentationSegmentation	—Unverified	0
Holographic Visualisation of Radiology Data and Automated Machine Learning-based Medical Image Segmentation	Aug 15, 2018	BIG-bench Machine LearningComputed Tomography (CT)	—Unverified	0
NFFT meets Krylov methods: Fast matrix-vector products for the graph Laplacian of fully connected networks	Aug 14, 2018	Image SegmentationSemantic Segmentation	—Unverified	0
Unsupervised learning of foreground object detection	Aug 14, 2018	Image SegmentationObject	—Unverified	0
Pixel Objectness: Learning to Segment Generic Objects Automatically in Images and Videos	Aug 11, 2018	Foreground SegmentationImage Retargeting	—Unverified	0
An Iterative Boundary Random Walks Algorithm for Interactive Image Segmentation	Aug 9, 2018	Image SegmentationSegmentation	—Unverified	0
Dilated Convolutions in Neural Networks for Left Atrial Segmentation in 3D Gadolinium Enhanced-MRI	Aug 5, 2018	Domain AdaptationImage Segmentation	—Unverified	0
Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation	Aug 2, 2018	Computed Tomography (CT)Image Segmentation	—Unverified	0
A Network Structure to Explicitly Reduce Confusion Errors in Semantic Segmentation	Aug 1, 2018	Image Segmentationobject-detection	—Unverified	0
A Restricted-Domain Dual Formulation for Two-Phase Image Segmentation	Jul 30, 2018	Image SegmentationSemantic Segmentation	—Unverified	0
A multi-contrast MRI approach to thalamus segmentation	Jul 27, 2018	AnatomyImage Segmentation	CodeCode Available	0
Linkage between piecewise constant Mumford-Shah model and ROF model and its virtue in image segmentation	Jul 26, 2018	Image RestorationImage Segmentation	—Unverified	0
Skin Lesion Segmentation Using Atrous Convolution via DeepLab v3	Jul 24, 2018	Image SegmentationLesion Segmentation	—Unverified	0
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation	Jul 24, 2018	Image SegmentationSegmentation	—Unverified	0
Face Mask Extraction in Video Sequence	Jul 24, 2018	Image SegmentationSegmentation	—Unverified	0
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net	Jul 21, 2018	Image SegmentationSegmentation	—Unverified	0
Automatically Designing CNN Architectures for Medical Image Segmentation	Jul 19, 2018	DecoderImage Segmentation	—Unverified	0
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks	Jul 19, 2018	Image SegmentationMedical Image Segmentation	—Unverified	0
UNet++: A Nested U-Net Architecture for Medical Image Segmentation	Jul 18, 2018	Camouflaged Object SegmentationImage Segmentation	CodeCode Available	1
Near Real-time Hippocampus Segmentation Using Patch-based Canonical Neural Network	Jul 15, 2018	Hippocampusimage-classification	—Unverified	0
Cross Pixel Optical Flow Similarity for Self-Supervised Learning	Jul 15, 2018	image-classificationImage Classification	—Unverified	0
Prostate Segmentation using 2D Bridged U-net	Jul 12, 2018	Image SegmentationMedical Image Segmentation	—Unverified	0
Learning to Segment Medical Images with Scribble-Supervision Alone	Jul 12, 2018	AnatomyImage Segmentation	—Unverified	0
Sem-GAN: Semantically-Consistent Image-to-Image Translation	Jul 12, 2018	Image SegmentationImage-to-Image Translation	CodeCode Available	1
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations	Jul 11, 2018	Data AugmentationDenoising	—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