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 4176–4200 of 5035 papers

Title	Date	Tasks	Status
MAVNet: an Effective Semantic Segmentation Micro-Network for MAV-based Tasks	Apr 3, 2019	Image SegmentationReal-Time Semantic Segmentation	CodeCode Available
Thickened 2D Networks for Efficient 3D Medical Image Segmentation	Apr 2, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Comparison of Possibilistic Fuzzy Local Information C-Means and Possibilistic K-Nearest Neighbors for Synthetic Aperture Sonar Image Segmentation	Apr 1, 2019	Image SegmentationLandmine	—Unverified
Feature Fusion Encoder Decoder Network For Automatic Liver Lesion Segmentation	Mar 28, 2019	DecoderImage Segmentation	—Unverified
Radiological images and machine learning: trends, perspectives, and prospects	Mar 27, 2019	BIG-bench Machine LearningContent-Based Image Retrieval	—Unverified
Deep Co-Training for Semi-Supervised Image Segmentation	Mar 27, 2019	DiversityImage Segmentation	CodeCode Available
CUSUM Filter for Brain Segmentation on DSC Perfusion MR Head Scans with Abnormal Brain Anatomy	Mar 26, 2019	AnatomyBrain Segmentation	—Unverified
An Approach for Adaptive Automatic Threat Recognition Within 3D Computed Tomography Images for Baggage Security Screening	Mar 25, 2019	Computed Tomography (CT)Image Segmentation	—Unverified
Scene Understanding for Autonomous Manipulation with Deep Learning	Mar 23, 2019	Action UnderstandingAffordance Detection	—Unverified
Learning Disentangled Representations of Satellite Image Time Series	Mar 21, 2019	Change Detectionimage-classification	—Unverified
Robust Image Segmentation Quality Assessment	Mar 20, 2019	Image SegmentationSegmentation	—Unverified
Efficient Smoothing of Dilated Convolutions for Image Segmentation	Mar 19, 2019	Image SegmentationSegmentation	CodeCode Available
Interactive segmentation of medical images through fully convolutional neural networks	Mar 19, 2019	Computed Tomography (CT)Diagnostic	—Unverified
SuperPatchMatch: an Algorithm for Robust Correspondences using Superpixel Patches	Mar 17, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Multi-label Cloud Segmentation Using a Deep Network	Mar 15, 2019	Cloud DetectionImage Segmentation	CodeCode Available
Image Shadow Removal Using End-to-End Deep Convolutional Neural Networks	Mar 11, 2019	DecoderImage Segmentation	—Unverified
Learning-Based Cost Functions for 3D and 4D Multi-Surface Multi-Object Segmentation of Knee MRI: Data from the Osteoarthritis Initiative	Mar 10, 2019	Image SegmentationMRI segmentation	—Unverified
Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data	Mar 7, 2019	Bladder SegmentationData Augmentation	—Unverified
CE-Net: Context Encoder Network for 2D Medical Image Segmentation	Mar 7, 2019	Cell SegmentationDecoder	CodeCode Available
Mixture Modeling of Global Shape Priors and Autoencoding Local Intensity Priors for Left Atrium Segmentation	Mar 6, 2019	Density EstimationImage Segmentation	—Unverified
Hyperspectral Image Classification with Deep Metric Learning and Conditional Random Field	Mar 4, 2019	General ClassificationHyperspectral Image Classification	—Unverified
Learning of Image Dehazing Models for Segmentation Tasks	Mar 4, 2019	Image DehazingImage Segmentation	CodeCode Available
Fine-Grained Semantic Segmentation of Motion Capture Data using Dilated Temporal Fully-Convolutional Networks	Mar 2, 2019	Action SegmentationImage Segmentation	—Unverified
Segmentation of Roots in Soil with U-Net	Feb 28, 2019	Image SegmentationSegmentation	CodeCode Available
Transformation Consistent Self-ensembling Model for Semi-supervised Medical Image Segmentation	Feb 28, 2019	Image SegmentationLesion 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