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 3951–3975 of 5035 papers

Title	Date	Tasks	Status	Hype
Deep Multi-Magnification Networks for Multi-Class Breast Cancer Image Segmentation	Oct 29, 2019	DecoderImage Segmentation	—Unverified	0
Unified Multi-scale Feature Abstraction for Medical Image Segmentation	Oct 24, 2019	DecoderImage Segmentation	—Unverified	0
Anchor Diffusion for Unsupervised Video Object Segmentation	Oct 24, 2019	Image SegmentationObject	CodeCode Available	0
U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging	Oct 24, 2019	Deep LearningEEG	CodeCode Available	1
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands	Oct 23, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Penalizing small errors using an Adaptive Logarithmic Loss	Oct 22, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Automatic Lumbar Spinal CT Image Segmentation with a Dual Densely Connected U-Net	Oct 21, 2019	Computed Tomography (CT)Denoising	—Unverified	0
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning	Oct 21, 2019	Data AugmentationImage Segmentation	CodeCode Available	0
MixModule: Mixed CNN Kernel Module for Medical Image Segmentation	Oct 19, 2019	image-classificationImage Classification	—Unverified	0
Intracranial Hemorrhage Segmentation Using Deep Convolutional Model	Oct 18, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Introducing Hann windows for reducing edge-effects in patch-based image segmentation	Oct 17, 2019	Image SegmentationSemantic Segmentation	—Unverified	0
Organ At Risk Segmentation with Multiple Modality	Oct 17, 2019	Brain Tumor SegmentationComputed Tomography (CT)	—Unverified	0
Method of detecting the defects of the end face of steel coils	Oct 16, 2019	Edge DetectionImage Segmentation	—Unverified	0
Deep Semantic Segmentation of Natural and Medical Images: A Review	Oct 16, 2019	Image SegmentationMedical Image Analysis	—Unverified	0
Encoder-Decoder based CNN and Fully Connected CRFs for Remote Sensed Image Segmentation	Oct 14, 2019	2D Semantic SegmentationDecoder	—Unverified	0
Contour Sparse Representation with SDD Features for Object Recognition	Oct 13, 2019	ClusteringGesture Recognition	—Unverified	0
An Image Segmentation Model Based on a Variational Formulation	Oct 13, 2019	Image SegmentationSemantic Segmentation	—Unverified	0
End-to-End Defect Detection in Automated Fiber Placement Based on Artificially Generated Data	Oct 11, 2019	Defect DetectionImage Segmentation	—Unverified	0
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation	Oct 11, 2019	Image ReconstructionImage Segmentation	—Unverified	0
Deep Multiphase Level Set for Scene Parsing	Oct 8, 2019	Image SegmentationScene Parsing	—Unverified	0
Level set image segmentation with velocity term learned from data with applications to lung nodule segmentation	Oct 8, 2019	BIG-bench Machine LearningImage Segmentation	CodeCode Available	0
DeshadowGAN: A Deep Learning Approach to Remove Shadows from Optical Coherence Tomography Images	Oct 7, 2019	DenoisingGenerative Adversarial Network	—Unverified	0
Brain MRI Tumor Segmentation with Adversarial Networks	Oct 7, 2019	Brain Tumor SegmentationImage Segmentation	—Unverified	0
NeurReg: Neural Registration and Its Application to Image Segmentation	Oct 4, 2019	Image RegistrationImage Segmentation	CodeCode Available	0
A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology	Oct 4, 2019	AnatomyImage 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