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
A Survey on Machine Learning Techniques for Auto Labeling of Video, Audio, and Text Data	Sep 8, 2021	BIG-bench Machine LearningImage Segmentation	—Unverified
SSEGEP: Small SEGment Emphasized Performance evaluation metric for medical image segmentation	Sep 8, 2021	Image SegmentationMedical Image Analysis	—Unverified
Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-Rays	Sep 7, 2021	Contrastive LearningImage Segmentation	CodeCode Available
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging	Sep 4, 2021	AnatomyBrain Segmentation	—Unverified
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?	Sep 3, 2021	HippocampusImage Segmentation	CodeCode Available
Effect of the output activation function on the probabilities and errors in medical image segmentation	Sep 2, 2021	Binary ClassificationImage Segmentation	CodeCode Available
Deep Learning with Uncertainty Quantification for Predicting the Segmentation Dice Coefficient of Prostate Cancer Biopsy Images	Aug 31, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Image Processing via Multilayer Graph Spectra	Aug 31, 2021	Edge DetectionHyperspectral Image Segmentation	—Unverified
Automatic Preprocessing and Ensemble Learning for Low Quality Cell Image Segmentation	Aug 30, 2021	Ensemble LearningImage Segmentation	—Unverified
CoCo DistillNet: a Cross-layer Correlation Distillation Network for Pathological Gastric Cancer Segmentation	Aug 27, 2021	Image SegmentationKnowledge Distillation	—Unverified
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning	Aug 26, 2021	Few-Shot Semantic SegmentationImage Segmentation	—Unverified
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation	Aug 26, 2021	Image SegmentationSegmentation	—Unverified
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey	Aug 25, 2021	Deep Reinforcement LearningImage Segmentation	—Unverified
Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application	Aug 21, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey	Aug 19, 2021	Deep LearningImage Segmentation	—Unverified
Multi-task Federated Learning for Heterogeneous Pancreas Segmentation	Aug 19, 2021	Federated LearningImage Segmentation	—Unverified
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision	Aug 19, 2021	Domain AdaptationImage Segmentation	—Unverified
Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation	Aug 15, 2021	Automatic Liver And Tumor SegmentationImage Segmentation	—Unverified
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles	Aug 14, 2021	Image Segmentationobject-detection	—Unverified
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation	Aug 13, 2021	Data AugmentationImage Generation	—Unverified
Few-Shot Segmentation with Global and Local Contrastive Learning	Aug 11, 2021	Contrastive LearningImage Segmentation	CodeCode Available
U-Net-and-a-half: Convolutional network for biomedical image segmentation using multiple expert-driven annotations	Aug 10, 2021	Image SegmentationSemantic Segmentation	CodeCode Available
Medical image segmentation with imperfect 3D bounding boxes	Aug 6, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Efficient and Generic Interactive Segmentation Framework to Correct Mispredictions during Clinical Evaluation of Medical Images	Aug 6, 2021	Brain SegmentationImage Segmentation	—Unverified
Shape Modeling with Spline Partitions	Aug 5, 2021	Image SegmentationSemantic Segmentation	CodeCode Available

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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