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 3776–3800 of 5035 papers

Title	Date	Tasks	Status
Automatic Image Labelling at Pixel Level	Jul 15, 2020	Image SegmentationObject	—Unverified
An Uncertainty-based Human-in-the-loop System for Industrial Tool Wear Analysis	Jul 14, 2020	Image Segmentationregression	—Unverified
Tackling the Problem of Limited Data and Annotations in Semantic Segmentation	Jul 14, 2020	Image SegmentationSegmentation	CodeCode Available
BUNET: Blind Medical Image Segmentation Based on Secure UNET	Jul 14, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation	Jul 13, 2020	Cardiac SegmentationDomain Adaptation	—Unverified
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation	Jul 13, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Semi-supervised Learning for Aggregated Multilayer Graphs Using Diffuse Interface Methods and Fast Matrix Vector Products	Jul 10, 2020	Image SegmentationSemantic Segmentation	CodeCode Available
Towards Unsupervised Learning for Instrument Segmentation in Robotic Surgery with Cycle-Consistent Adversarial Networks	Jul 9, 2020	Image SegmentationImage-to-Image Translation	—Unverified
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contexts	Jul 8, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available
Meta Corrupted Pixels Mining for Medical Image Segmentation	Jul 7, 2020	Image SegmentationMedical Image Analysis	—Unverified
Complex Network Construction for Interactive Image Segmentation using Particle Competition and Cooperation: A New Approach	Jul 3, 2020	DiversityImage Matting	—Unverified
PGD-UNet: A Position-Guided Deformable Network for Simultaneous Segmentation of Organs and Tumors	Jul 2, 2020	AnatomyImage Segmentation	—Unverified
Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning	Jul 2, 2020	Deep LearningImage Segmentation	—Unverified
A Characteristic Function-based Algorithm for Geodesic Active Contours	Jul 1, 2020	Image SegmentationLesion Segmentation	—Unverified
Hand-drawn Symbol Recognition of Surgical Flowsheet Graphs with Deep Image Segmentation	Jun 30, 2020	Image SegmentationSegmentation	—Unverified
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars	Jun 30, 2020	Image SegmentationSegmentation	—Unverified
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation	Jun 28, 2020	Domain AdaptationImage Segmentation	—Unverified
Simulation of Brain Resection for Cavity Segmentation Using Self-Supervised and Semi-Supervised Learning	Jun 28, 2020	Image SegmentationSelf-Supervised Learning	CodeCode Available
Interactive Deep Refinement Network for Medical Image Segmentation	Jun 27, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Suggestive Annotation of Brain Tumour Images with Gradient-guided Sampling	Jun 26, 2020	BIG-bench Machine LearningImage Segmentation	—Unverified
Region-of-interest guided Supervoxel Inpainting for Self-supervision	Jun 26, 2020	Image InpaintingImage Segmentation	CodeCode Available
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction	Jun 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Large-scale detection and categorization of oil spills from SAR images with deep learning	Jun 24, 2020	General ClassificationImage Segmentation	—Unverified
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation	Jun 24, 2020	Autonomous DrivingImage Segmentation	—Unverified
Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising Autoencoders	Jun 24, 2020	DenoisingImage 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