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 3576–3600 of 5035 papers

Title	Date	Tasks	Status
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient	Mar 10, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Deep Superpixel Cut for Unsupervised Image Segmentation	Mar 10, 2021	ClusteringImage Segmentation	—Unverified
Principal component-based image segmentation: a new approach to outline in vitro cell colonies	Mar 10, 2021	Cultural Vocal Bursts Intensity PredictionImage Segmentation	—Unverified
High-Resolution Segmentation of Tooth Root Fuzzy Edge Based on Polynomial Curve Fitting with Landmark Detection	Mar 7, 2021	Image SegmentationSegmentation	—Unverified
Morphological Operation Residual Blocks: Enhancing 3D Morphological Feature Representation in Convolutional Neural Networks for Semantic Segmentation of Medical Images	Mar 6, 2021	Deep LearningImage Segmentation	—Unverified
Learning With Context Feedback Loop for Robust Medical Image Segmentation	Mar 4, 2021	Deep LearningImage Segmentation	CodeCode Available
K-means segmentation based-on lab color space for embryo detection in incubated egg	Mar 3, 2021	Image EnhancementImage Segmentation	—Unverified
Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation	Mar 3, 2021	Domain AdaptationImage Segmentation	—Unverified
A Novel CNN-LSTM-based Approach to Predict Urban Expansion	Mar 2, 2021	Image SegmentationSemantic Segmentation	—Unverified
Uncertainty guided semi-supervised segmentation of retinal layers in OCT images	Mar 2, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models	Feb 28, 2021	Deep LearningImage Segmentation	—Unverified
Convolution-Free Medical Image Segmentation using Transformers	Feb 26, 2021	Image SegmentationInductive Bias	—Unverified
Binary segmentation of medical images using implicit spline representations and deep learning	Feb 25, 2021	Image SegmentationSegmentation	CodeCode Available
Portrait Segmentation Using Ensemble of Heterogeneous Deep-Learning Models	Feb 23, 2021	Autonomous VehiclesDeep Learning	—Unverified
Direct Estimation of Appearance Models for Segmentation	Feb 22, 2021	Image SegmentationSegmentation	—Unverified
Semantically Meaningful Class Prototype Learning for One-Shot Image Semantic Segmentation	Feb 22, 2021	Image SegmentationSegmentation	CodeCode Available
EMDS-5: Environmental Microorganism Image Dataset Fifth Version for Multiple Image Analysis Tasks	Feb 20, 2021	DenoisingEdge Detection	—Unverified
Center Smoothing: Certified Robustness for Networks with Structured Outputs	Feb 19, 2021	Adversarial RobustnessDimensionality Reduction	CodeCode Available
Benefits of Linear Conditioning with Metadata for Image Segmentation	Feb 18, 2021	Image SegmentationMissing Labels	—Unverified
Uncertainty-based method for improving poorly labeled segmentation datasets	Feb 16, 2021	Image SegmentationSegmentation	—Unverified
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy	Feb 16, 2021	Combinatorial OptimizationCommunity Detection	—Unverified
Membership Inference Attacks are Easier on Difficult Problems	Feb 15, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
Segmenting two-dimensional structures with strided tensor networks	Feb 13, 2021	image-classificationImage Classification	CodeCode Available
Saliency-Aware Class-Agnostic Food Image Segmentation	Feb 13, 2021	Image SegmentationNutrition	—Unverified
L-SNet: from Region Localization to Scale Invariant Medical Image Segmentation	Feb 11, 2021	Image SegmentationMedical Image Segmentation	—Unverified

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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