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 4376–4400 of 5035 papers

Title	Date	Tasks	Status
Data-Driven Segmentation of Post-mortem Iris Images	Jul 11, 2018	Image SegmentationIris Recognition	—Unverified
Efficient identification, localization and quantification of grapevine inflorescences in unprepared field images using Fully Convolutional Networks	Jul 10, 2018	Image SegmentationManagement	—Unverified
Vehicle Image Generation Going Well with The Surroundings	Jul 9, 2018	ColorizationImage Generation	—Unverified
A Fully Convolutional Two-Stream Fusion Network for Interactive Image Segmentation	Jul 6, 2018	Image SegmentationSegmentation	CodeCode Available
TFLMS: Large Model Support in TensorFlow by Graph Rewriting	Jul 5, 2018	CPUImage Segmentation	—Unverified
Diversity in Machine Learning	Jul 4, 2018	BIG-bench Machine LearningCamera Relocalization	—Unverified
SynNet: Structure-Preserving Fully Convolutional Networks for Medical Image Synthesis	Jun 29, 2018	Image GenerationImage Segmentation	—Unverified
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor Segmentation	Jun 27, 2018	GPUImage Segmentation	CodeCode Available
Disparity Image Segmentation For ADAS	Jun 27, 2018	Image SegmentationSegmentation	—Unverified
Keypoint Transfer for Fast Whole-Body Segmentation	Jun 22, 2018	Image SegmentationSegmentation	—Unverified
Towards safe deep learning: accurately quantifying biomarker uncertainty in neural network predictions	Jun 22, 2018	Deep LearningImage Segmentation	—Unverified
Fully Automatic Myocardial Segmentation of Contrast Echocardiography Sequence Using Random Forests Guided by Shape Model	Jun 19, 2018	Image RegistrationImage Segmentation	—Unverified
Kid-Net: Convolution Networks for Kidney Vessels Segmentation from CT-Volumes	Jun 18, 2018	AnatomyImage Segmentation	—Unverified
Real-time Prediction of Segmentation Quality	Jun 16, 2018	Binary ClassificationGeneral Classification	—Unverified
Boosted Training of Convolutional Neural Networks for Multi-Class Segmentation	Jun 13, 2018	AnatomyImage Segmentation	—Unverified
Feed-forward and noise-tolerant detection of feature homogeneity in spiking networks with a latency code	Jun 11, 2018	Image SegmentationLow-latency processing	—Unverified
Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation	Jun 11, 2018	AnatomyDomain Adaptation	—Unverified
NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation Pipelines	Jun 11, 2018	Brain Image SegmentationBrain Segmentation	CodeCode Available
Retinal Optic Disc Segmentation using Conditional Generative Adversarial Network	Jun 11, 2018	Generative Adversarial NetworkGPU	—Unverified
Autoencoders for Multi-Label Prostate MR Segmentation	Jun 9, 2018	AnatomyImage Segmentation	—Unverified
Contextual Hourglass Networks for Segmentation and Density Estimation	Jun 8, 2018	Density EstimationImage Segmentation	—Unverified
On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation	Jun 7, 2018	Image SegmentationMedical Image Segmentation	—Unverified
Efficient semantic image segmentation with superpixel pooling	Jun 7, 2018	GPUImage Segmentation	CodeCode Available
A Variational Image Segmentation Model based on Normalized Cut with Adaptive Similarity and Spatial Regularization	Jun 6, 2018	ClusteringGraph Clustering	—Unverified
Performance Evaluation of Deep Learning Networks for Semantic Segmentation of Traffic Stereo-Pair Images	Jun 5, 2018	Image SegmentationSegmentation	—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