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 3851–3875 of 5035 papers

Title	Date	Tasks	Status	Hype
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation	Feb 6, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1
Unsupervised Community Detection with a Potts Model Hamiltonian, an Efficient Algorithmic Solution, and Applications in Digital Pathology	Feb 5, 2020	ClusteringCommunity Detection	—Unverified	0
Stan: Small tumor-aware network for breast ultrasound image segmentation	Feb 3, 2020	Deep LearningImage Segmentation	CodeCode Available	1
Efficient 2D neuron boundary segmentation with local topological constraints	Feb 3, 2020	Image SegmentationSegmentation	—Unverified	0
Universal Semantic Segmentation for Fisheye Urban Driving Images	Jan 31, 2020	Autonomous DrivingImage Segmentation	CodeCode Available	1
Inter-slice image augmentation based on frame interpolation for boosting medical image segmentation accuracy	Jan 31, 2020	Data AugmentationImage Augmentation	—Unverified	0
Dual Convolutional LSTM Network for Referring Image Segmentation	Jan 30, 2020	DecoderImage Segmentation	—Unverified	0
OPFython: A Python-Inspired Optimum-Path Forest Classifier	Jan 28, 2020	DiversityGeneral Classification	CodeCode Available	1
Deep Learning in Multi-organ Segmentation	Jan 28, 2020	Deep LearningImage Segmentation	—Unverified	0
Discrete Signal Processing with Set Functions	Jan 28, 2020	Image SegmentationInformativeness	—Unverified	0
Medical Image Segmentation via Unsupervised Convolutional Neural Network	Jan 28, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Chest X-Ray Pneumothorax Segmentation with the Multistep Post-Processing	Jan 25, 2020	Image SegmentationSegmentation	—Unverified	0
Mutual information deep regularization for semi-supervised segmentation	Jan 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
The Performance of Deep U-Net Pre-Clinical Organ-wise Segmentation in the Presence of Low Counting Statistics.	Jan 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Uncertainty-Aware Training of Neural Networks for Selective Medical Image Segmentation	Jan 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
A deep learning approach to segmentation of the developing cortex in fetal brain MRI with minimal manual labeling	Jan 25, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	0
Siamese Content Loss Networks for Highly Imbalanced Medical Image Segmentation	Jan 25, 2020	DecoderImage Segmentation	—Unverified	0
Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns	Jan 25, 2020	Domain AdaptationImage Segmentation	—Unverified	0
Robust Submodular Minimization with Applications to Cooperative Modeling	Jan 25, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation	Jan 24, 2020	Image SegmentationLesion Segmentation	CodeCode Available	1
Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms	Jan 23, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Breast lesion segmentation in ultrasound images with limited annotated data	Jan 21, 2020	Image SegmentationLesion Segmentation	—Unverified	0
SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation	Jan 21, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
An Accurate Texture Complexity Estimation for Quality-Enhanced and Secure Image Steganography	Jan 20, 2020	Image SegmentationImage Steganography	—Unverified	0
Image Segmentation Using Deep Learning: A Survey	Jan 15, 2020	DecoderDeep Learning	CodeCode Available	1

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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