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 4151–4175 of 5035 papers

Title	Date	Tasks	Status	Hype
Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural Networks	Apr 22, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging	Apr 21, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Self-Supervised Audio-Visual Co-Segmentation	Apr 18, 2019	Image SegmentationSegmentation	—Unverified	0
VoteNet: A Deep Learning Label Fusion Method for Multi-Atlas Segmentation	Apr 18, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Road Crack Detection Using Deep Convolutional Neural Network and Adaptive Thresholding	Apr 18, 2019	Image SegmentationSemantic Segmentation	CodeCode Available	0
Fast Single Image Dehazing via Multilevel Wavelet Transform based Optimization	Apr 18, 2019	Computational EfficiencyDimensionality Reduction	CodeCode Available	0
Region homogeneity in the Logarithmic Image Processing framework: application to region growing algorithms	Apr 17, 2019	Image SegmentationSemantic Segmentation	—Unverified	0
Automated Design of Deep Learning Methods for Biomedical Image Segmentation	Apr 17, 2019	Deep LearningImage Segmentation	CodeCode Available	0
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and Segmentation	Apr 17, 2019	Data AugmentationImage Registration	CodeCode Available	0
Deep learning for image segmentation: veritable or overhyped?	Apr 16, 2019	Deep LearningGeneral Classification	—Unverified	0
CloudSegNet: A Deep Network for Nychthemeron Cloud Image Segmentation	Apr 16, 2019	Cloud DetectionImage Segmentation	CodeCode Available	0
Super Resolution Convolutional Neural Network Models for Enhancing Resolution of Rock Micro-CT Images	Apr 16, 2019	Image AugmentationImage Restoration	—Unverified	0
UNI-EM: An Environment for Deep Neural Network-Based Automated Segmentation of Neuronal Electron Microscopic Images	Apr 12, 2019	3D ReconstructionElectron Microscopy Image Segmentation	CodeCode Available	0
Adaptive Weighting Multi-Field-of-View CNN for Semantic Segmentation in Pathology	Apr 12, 2019	Image SegmentationSegmentation	—Unverified	0
CNN-Based Deep Architecture for Reinforced Concrete Delamination Segmentation Through Thermography	Apr 11, 2019	Image SegmentationSegmentation	—Unverified	0
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds	Apr 9, 2019	Image CompressionImage Segmentation	—Unverified	0
QANet -- Quality Assurance Network for Image Segmentation	Apr 9, 2019	Cell SegmentationImage Segmentation	—Unverified	0
Cross-Modal Self-Attention Network for Referring Image Segmentation	Apr 9, 2019	Image SegmentationReferring Expression	CodeCode Available	0
3D Quantum Cuts for Automatic Segmentation of Porous Media in Tomography Images	Apr 9, 2019	ClusteringImage Segmentation	—Unverified	0
Constrained Deep Networks: Lagrangian Optimization via Log-Barrier Extensions	Apr 8, 2019	Image SegmentationSemantic Segmentation	CodeCode Available	0
From Patch to Image Segmentation using Fully Convolutional Networks -- Application to Retinal Images	Apr 8, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Adaptive Morphological Reconstruction for Seeded Image Segmentation	Apr 8, 2019	Image SegmentationSegmentation	CodeCode Available	0
Mumford-Shah Loss Functional for Image Segmentation with Deep Learning	Apr 5, 2019	Deep LearningImage Segmentation	CodeCode Available	1
Improved Inference via Deep Input Transfer	Apr 4, 2019	Image SegmentationLesion Segmentation	—Unverified	0
Few-shot brain segmentation from weakly labeled data with deep heteroscedastic multi-task networks	Apr 4, 2019	AnatomyBrain Segmentation	—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