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 3401–3425 of 5035 papers

Title	Date	Tasks	Status	Hype
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer	Mar 7, 2021	Brain Tumor SegmentationDecoder	CodeCode Available	1
NeRD: Neural Representation of Distribution for Medical Image Segmentation	Mar 6, 2021	Image SegmentationLesion Segmentation	CodeCode Available	1
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	0
SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation	Mar 5, 2021	Image SegmentationSegmentation	CodeCode Available	1
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation	Mar 4, 2021	Image SegmentationInductive Bias	CodeCode Available	1
Semi-supervised Left Atrium Segmentation with Mutual Consistency Training	Mar 4, 2021	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1
Learning With Context Feedback Loop for Robust Medical Image Segmentation	Mar 4, 2021	Deep LearningImage Segmentation	CodeCode Available	0
Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation	Mar 3, 2021	Domain AdaptationImage Segmentation	—Unverified	0
K-means segmentation based-on lab color space for embryo detection in incubated egg	Mar 3, 2021	Image EnhancementImage Segmentation	—Unverified	0
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classification	Mar 2, 2021	Deep LearningImage Segmentation	CodeCode Available	1
A Novel CNN-LSTM-based Approach to Predict Urban Expansion	Mar 2, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Uncertainty guided semi-supervised segmentation of retinal layers in OCT images	Mar 2, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models	Feb 28, 2021	Deep LearningImage Segmentation	—Unverified	0
Convolution-Free Medical Image Segmentation using Transformers	Feb 26, 2021	Image SegmentationInductive Bias	—Unverified	0
MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures	Feb 26, 2021	DecoderImage Segmentation	CodeCode Available	1
Binary segmentation of medical images using implicit spline representations and deep learning	Feb 25, 2021	Image SegmentationSegmentation	CodeCode Available	0
Portrait Segmentation Using Ensemble of Heterogeneous Deep-Learning Models	Feb 23, 2021	Autonomous VehiclesDeep Learning	—Unverified	0
Direct Estimation of Appearance Models for Segmentation	Feb 22, 2021	Image SegmentationSegmentation	—Unverified	0
Semantically Meaningful Class Prototype Learning for One-Shot Image Semantic Segmentation	Feb 22, 2021	Image SegmentationSegmentation	CodeCode Available	0
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation	Feb 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	Feb 21, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
EMDS-5: Environmental Microorganism Image Dataset Fifth Version for Multiple Image Analysis Tasks	Feb 20, 2021	DenoisingEdge Detection	—Unverified	0
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation	Feb 20, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
Squeeze-and-Excitation Normalization for Automated Delineation of Head and Neck Primary Tumors in Combined PET and CT Images	Feb 20, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Center Smoothing: Certified Robustness for Networks with Structured Outputs	Feb 19, 2021	Adversarial RobustnessDimensionality Reduction	CodeCode Available	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