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 3826–3850 of 5035 papers

Title	Date	Tasks	Status	Hype
Improving Training on Noisy Stuctured Labels	Mar 8, 2020	Image SegmentationSegmentation	—Unverified	0
Gastric histopathology image segmentation using a hierarchical conditional random field	Mar 3, 2020	Blood DetectionImage Segmentation	—Unverified	0
BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation	Mar 3, 2020	AutoMLImage Segmentation	—Unverified	0
Improving Learning Effectiveness For Object Detection and Classification in Cluttered Backgrounds	Feb 27, 2020	General ClassificationImage Segmentation	—Unverified	0
Dam Burst: A region-merging-based image segmentation method	Feb 26, 2020	Edge DetectionImage Segmentation	—Unverified	0
Automatically Searching for U-Net Image Translator Architecture	Feb 26, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Towards Interpretable Semantic Segmentation via Gradient-weighted Class Activation Mapping	Feb 26, 2020	image-classificationImage Classification	CodeCode Available	1
Automatic Data Augmentation via Deep Reinforcement Learning for Effective Kidney Tumor Segmentation	Feb 22, 2020	Data AugmentationDeep Reinforcement Learning	—Unverified	0
Convex Shape Representation with Binary Labels for Image Segmentation: Models and Fast Algorithms	Feb 22, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion	Feb 22, 2020	Brain Tumor SegmentationDisentanglement	CodeCode Available	1
Kullback-Leibler Divergence-Based Fuzzy C-Means Clustering Incorporating Morphological Reconstruction and Wavelet Frames for Image Segmentation	Feb 21, 2020	ClusteringImage Segmentation	—Unverified	0
Fine tuning U-Net for ultrasound image segmentation: which layers?	Feb 19, 2020	Image SegmentationSegmentation	—Unverified	0
Meta Segmentation Network for Ultra-Resolution Medical Images	Feb 19, 2020	Image SegmentationMeta-Learning	—Unverified	0
Photi-LakeIce Dataset	Feb 18, 2020	Change detection for remote sensing imagesImage Segmentation	CodeCode Available	0
Lake Ice Monitoring with Webcams and Crowd-Sourced Images	Feb 18, 2020	Change detection for remote sensing imagesImage Segmentation	CodeCode Available	1
Deep Learning in Medical Ultrasound Image Segmentation: a Review	Feb 18, 2020	3D ReconstructionDeep Learning	—Unverified	0
Reinforced active learning for image segmentation	Feb 16, 2020	Active LearningDeep Reinforcement Learning	CodeCode Available	1
Residual-Sparse Fuzzy C-Means Clustering Incorporating Morphological Reconstruction and Wavelet frames	Feb 14, 2020	ClusteringImage Segmentation	—Unverified	0
Liver Segmentation in Abdominal CT Images via Auto-Context Neural Network and Self-Supervised Contour Attention	Feb 14, 2020	Computed Tomography (CT)Image Segmentation	—Unverified	0
Remove Appearance Shift for Ultrasound Image Segmentation via Fast and Universal Style Transfer	Feb 14, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Building Networks for Image Segmentation using Particle Competition and Cooperation	Feb 14, 2020	Image SegmentationSegmentation	—Unverified	0
Simple Interactive Image Segmentation using Label Propagation through kNN graphs	Feb 13, 2020	Image SegmentationObject	—Unverified	0
Constrained Dominant sets and Its applications in computer vision	Feb 12, 2020	ClusteringConstrained Clustering	—Unverified	0
Deep Convolutional Neural Networks with Spatial Regularization, Volume and Star-shape Priori for Image Segmentation	Feb 10, 2020	Image SegmentationSegmentation	—Unverified	0
Segmentação de imagens utilizando competição e cooperação entre partículas	Feb 8, 2020	Image SegmentationSemantic 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