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 3526–3550 of 5035 papers

Title	Date	Tasks	Status	Hype
w-Net: Dual Supervised Medical Image Segmentation Model with Multi-Dimensional Attention and Cascade Multi-Scale Convolution	Nov 15, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Efficient Medical Image Segmentation with Intermediate Supervision Mechanism	Nov 15, 2020	DecoderImage Segmentation	—Unverified	0
Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI	Nov 15, 2020	Data AugmentationImage Segmentation	—Unverified	0
A comparative study of semi- and self-supervised semantic segmentation of biomedical microscopy data	Nov 11, 2020	image-classificationImage Classification	—Unverified	0
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images	Nov 11, 2020	Computed Tomography (CT)Image Segmentation	—Unverified	0
Cross-Modal Self-Attention Distillation for Prostate Cancer Segmentation	Nov 8, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Automatic Brain Tumor Segmentation with Scale Attention Network	Nov 6, 2020	Brain Tumor SegmentationBraTS2021	CodeCode Available	0
A deep learning classifier for local ancestry inference	Nov 4, 2020	DecoderDeep Learning	CodeCode Available	0
Distribution-aware Margin Calibration for Medical Image Segmentation	Nov 3, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Recyclable Waste Identification Using CNN Image Recognition and Gaussian Clustering	Nov 2, 2020	ClassificationClustering	—Unverified	0
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis	Nov 2, 2020	Generative Adversarial NetworkImage Segmentation	—Unverified	0
U-Net and its variants for medical image segmentation: theory and applications	Nov 2, 2020	Image SegmentationMedical Image Analysis	—Unverified	0
Highway Driving Dataset for Semantic Video Segmentation	Nov 2, 2020	Autonomous DrivingImage Segmentation	—Unverified	0
Learning Euler's Elastica Model for Medical Image Segmentation	Nov 1, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Self-paced and self-consistent co-training for semi-supervised image segmentation	Oct 31, 2020	Image SegmentationSegmentation	CodeCode Available	0
Volumetric Medical Image Segmentation: A 3D Deep Coarse-to-fine Framework and Its Adversarial Examples	Oct 29, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
VoteNet++: Registration Refinement for Multi-Atlas Segmentation	Oct 26, 2020	Image SegmentationSegmentation	—Unverified	0
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	0
Optimization for Medical Image Segmentation: Theory and Practice when evaluating with Dice Score or Jaccard Index	Oct 26, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Segmentation of the cortical plate in fetal brain MRI with a topological loss	Oct 23, 2020	Image SegmentationSegmentation	—Unverified	0
A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision	Oct 23, 2020	DecoderImage Segmentation	CodeCode Available	1
Visual Navigation in Real-World Indoor Environments Using End-to-End Deep Reinforcement Learning	Oct 21, 2020	Deep Reinforcement LearningGPU	CodeCode Available	1
What is Wrong with Continual Learning in Medical Image Segmentation?	Oct 21, 2020	Continual LearningDiagnostic	—Unverified	0
Color Image Segmentation Metrics	Oct 19, 2020	Decision MakingImage Segmentation	—Unverified	0
Weakly-supervised Learning For Catheter Segmentation in 3D Frustum Ultrasound	Oct 19, 2020	GPUImage Segmentation	—Unverified	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