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	Hype
A Characteristic Function-based Algorithm for Geodesic Active Contours	Jul 1, 2020	Image SegmentationLesion Segmentation	—Unverified	0
Robust Semantic Segmentation in Adverse Weather Conditions by means of Fast Video-Sequence Segmentation	Jul 1, 2020	Image SegmentationSegmentation	CodeCode Available	1
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars	Jun 30, 2020	Image SegmentationSegmentation	—Unverified	0
Hand-drawn Symbol Recognition of Surgical Flowsheet Graphs with Deep Image Segmentation	Jun 30, 2020	Image SegmentationSegmentation	—Unverified	0
Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image Segmentation	Jun 28, 2020	AnatomyImage Segmentation	CodeCode Available	1
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation	Jun 28, 2020	Domain AdaptationImage Segmentation	—Unverified	0
Simulation of Brain Resection for Cavity Segmentation Using Self-Supervised and Semi-Supervised Learning	Jun 28, 2020	Image SegmentationSelf-Supervised Learning	CodeCode Available	0
Interactive Deep Refinement Network for Medical Image Segmentation	Jun 27, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Region-of-interest guided Supervoxel Inpainting for Self-supervision	Jun 26, 2020	Image InpaintingImage Segmentation	CodeCode Available	0
A survey of loss functions for semantic segmentation	Jun 26, 2020	Image SegmentationSegmentation	CodeCode Available	1
Suggestive Annotation of Brain Tumour Images with Gradient-guided Sampling	Jun 26, 2020	BIG-bench Machine LearningImage Segmentation	—Unverified	0
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction	Jun 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net	Jun 24, 2020	Data AugmentationImage Segmentation	CodeCode Available	1
Affinity Fusion Graph-based Framework for Natural Image Segmentation	Jun 24, 2020	ClusteringImage Segmentation	CodeCode Available	1
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation	Jun 24, 2020	Autonomous DrivingImage Segmentation	—Unverified	0
Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising Autoencoders	Jun 24, 2020	DenoisingImage Segmentation	CodeCode Available	0
Large-scale detection and categorization of oil spills from SAR images with deep learning	Jun 24, 2020	General ClassificationImage Segmentation	—Unverified	0
Road surface detection and differentiation considering surface damages	Jun 23, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Does Non-COVID19 Lung Lesion Help? Investigating Transferability in COVID-19 CT Image Segmentation	Jun 23, 2020	Computed Tomography (CT)Image Segmentation	—Unverified	0
Realistic Adversarial Data Augmentation for MR Image Segmentation	Jun 23, 2020	Data AugmentationImage Segmentation	CodeCode Available	1
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation	Jun 23, 2020	Autonomous VehiclesFew-Shot Learning	—Unverified	0
Deep Generative Model-based Quality Control for Cardiac MRI Segmentation	Jun 23, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Auxiliary Learning by Implicit Differentiation	Jun 22, 2020	Auxiliary LearningImage Classification	—Unverified	0
LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation	Jun 22, 2020	Image SegmentationSegmentation	CodeCode Available	0
Differentiable Rendering: A Survey	Jun 22, 2020	Image Segmentationobject-detection	—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