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 3801–3825 of 5035 papers

Title	Date	Tasks	Status	Hype
TapLab: A Fast Framework for Semantic Video Segmentation Tapping into Compressed-Domain Knowledge	Mar 30, 2020	GPUImage Segmentation	CodeCode Available	1
Using the Split Bregman Algorithm to Solve the Self-repelling Snake Model	Mar 28, 2020	Image SegmentationSegmentation	—Unverified	0
Using deep convolutional neural networks for neonatal brain image segmentation	Mar 26, 2020	Brain Image SegmentationImage Segmentation	CodeCode Available	1
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation	Mar 26, 2020	Image SegmentationNeural Architecture Search	—Unverified	0
Deep Grouping Model for Unified Perceptual Parsing	Mar 25, 2020	Image Segmentationmodel	—Unverified	0
Gen-LaneNet: A Generalized and Scalable Approach for 3D Lane Detection	Mar 24, 2020	3D Lane DetectionImage Segmentation	CodeCode Available	1
CRNet: Cross-Reference Networks for Few-Shot Segmentation	Mar 24, 2020	Image SegmentationSegmentation	—Unverified	0
Organ Segmentation From Full-size CT Images Using Memory-Efficient FCN	Mar 24, 2020	Computed Tomography (CT)GPU	—Unverified	0
CF2-Net: Coarse-to-Fine Fusion Convolutional Network for Breast Ultrasound Image Segmentation	Mar 23, 2020	DecoderDeep Learning	—Unverified	0
ROAM: Random Layer Mixup for Semi-Supervised Learning in Medical Imaging	Mar 20, 2020	Brain Image SegmentationBrain Segmentation	CodeCode Available	0
Semi-supervised few-shot learning for medical image segmentation	Mar 18, 2020	Few-Shot LearningImage Segmentation	—Unverified	0
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images	Mar 17, 2020	Image SegmentationLiver Segmentation	—Unverified	0
Deep Learning for Automatic Tracking of Tongue Surface in Real-time Ultrasound Videos, Landmarks instead of Contours	Mar 16, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
LT-Net: Label Transfer by Learning Reversible Voxel-wise Correspondence for One-shot Medical Image Segmentation	Mar 16, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
A Simple Probabilistic Method for Deep Classification under Input-Dependent Label Noise	Mar 15, 2020	General Classificationimage-classification	—Unverified	0
Boundary Guidance Hierarchical Network for Real-Time Tongue Segmentation	Mar 14, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Livelayer: A Semi-Automatic Software Program for Segmentation of Layers and Diabetic Macular Edema in Optical Coherence Tomography Images	Mar 12, 2020	Image SegmentationSegmentation	CodeCode Available	1
EDC3: Ensemble of Deep-Classifiers using Class-specific Copula functions to Improve Semantic Image Segmentation	Mar 12, 2020	Image SegmentationSegmentation	—Unverified	0
Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes	Mar 11, 2020	Image SegmentationSegmentation	—Unverified	0
Robustness study of noisy annotation in deep learning based medical image segmentation	Mar 10, 2020	Deep LearningImage Segmentation	—Unverified	0
Out-of-Distribution Detection in Multi-Label Datasets using Latent Space of β-VAE	Mar 10, 2020	Image Segmentationobject-detection	—Unverified	0
LC-GAN: Image-to-image Translation Based on Generative Adversarial Network for Endoscopic Images	Mar 10, 2020	Generative Adversarial NetworkImage Segmentation	CodeCode Available	1
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation	Mar 10, 2020	AnatomyImage Segmentation	CodeCode Available	1
Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts?	Mar 9, 2020	Image SegmentationLesion Segmentation	CodeCode Available	1
A Multi-scale CNN-CRF Framework for Environmental Microorganism Image Segmentation	Mar 8, 2020	Image SegmentationSegmentation	—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