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 3676–3700 of 5035 papers

Title	Date	Tasks	Status
Cross-Modal Self-Attention Distillation for Prostate Cancer Segmentation	Nov 8, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Automatic Brain Tumor Segmentation with Scale Attention Network	Nov 6, 2020	Brain Tumor SegmentationBraTS2021	CodeCode Available
A deep learning classifier for local ancestry inference	Nov 4, 2020	DecoderDeep Learning	CodeCode Available
Distribution-aware Margin Calibration for Medical Image Segmentation	Nov 3, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Highway Driving Dataset for Semantic Video Segmentation	Nov 2, 2020	Autonomous DrivingImage Segmentation	—Unverified
U-Net and its variants for medical image segmentation: theory and applications	Nov 2, 2020	Image SegmentationMedical Image Analysis	—Unverified
Recyclable Waste Identification Using CNN Image Recognition and Gaussian Clustering	Nov 2, 2020	ClassificationClustering	—Unverified
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis	Nov 2, 2020	Generative Adversarial NetworkImage Segmentation	—Unverified
Self-paced and self-consistent co-training for semi-supervised image segmentation	Oct 31, 2020	Image SegmentationSegmentation	CodeCode Available
Volumetric Medical Image Segmentation: A 3D Deep Coarse-to-fine Framework and Its Adversarial Examples	Oct 29, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Global Image Segmentation Process using Machine Learning algorithm & Convolution Neural Network method for Self- Driving Vehicles	Oct 26, 2020	Autonomous VehiclesBIG-bench Machine Learning	—Unverified
VoteNet++: Registration Refinement for Multi-Atlas Segmentation	Oct 26, 2020	Image SegmentationSegmentation	—Unverified
Optimization for Medical Image Segmentation: Theory and Practice when evaluating with Dice Score or Jaccard Index	Oct 26, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Segmentation of the cortical plate in fetal brain MRI with a topological loss	Oct 23, 2020	Image SegmentationSegmentation	—Unverified
What is Wrong with Continual Learning in Medical Image Segmentation?	Oct 21, 2020	Continual LearningDiagnostic	—Unverified
Weakly-supervised Learning For Catheter Segmentation in 3D Frustum Ultrasound	Oct 19, 2020	GPUImage Segmentation	—Unverified
Color Image Segmentation Metrics	Oct 19, 2020	Decision MakingImage Segmentation	—Unverified
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation	Oct 19, 2020	Image SegmentationLesion Segmentation	—Unverified
CT Image Segmentation for Inflamed and Fibrotic Lungs Using a Multi-Resolution Convolutional Neural Network	Oct 16, 2020	ClusteringImage Segmentation	—Unverified
Ensembling Low Precision Models for Binary Biomedical Image Segmentation	Oct 16, 2020	Image SegmentationLesion Segmentation	—Unverified
Human Perception-based Evaluation Criterion for Ultra-high Resolution Cell Membrane Segmentation	Oct 16, 2020	Image SegmentationSegmentation	—Unverified
Encoder-decoder semantic segmentation models for electroluminescence images of thin-film photovoltaic modules	Oct 15, 2020	DecoderImage Segmentation	—Unverified
PP-LinkNet: Improving Semantic Segmentation of High Resolution Satellite Imagery with Multi-stage Training	Oct 14, 2020	Disaster ResponseImage Segmentation	—Unverified
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets	Oct 13, 2020	Domain GeneralizationImage Segmentation	CodeCode Available
Bridging 2D and 3D Segmentation Networks for Computation Efficient Volumetric Medical Image Segmentation: An Empirical Study of 2.5D Solutions	Oct 13, 2020	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