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 3351–3375 of 5035 papers

Title	Date	Tasks	Status
Automatic Image Annotation for Mapped Features Detection	Dec 11, 2024	Autonomous DrivingImage Segmentation	—Unverified
Automatic Image Co-Segmentation: A Survey	Nov 18, 2019	Image SegmentationObject	—Unverified
Automatic Image Labelling at Pixel Level	Jul 15, 2020	Image SegmentationObject	—Unverified
Automatic Image Pixel Clustering based on Mussels Wandering Optimiz	Sep 8, 2019	ClusteringImage Segmentation	—Unverified
Automatic Lumbar Spinal CT Image Segmentation with a Dual Densely Connected U-Net	Oct 21, 2019	Computed Tomography (CT)Denoising	—Unverified
Automatic measurement of coverage area of water-based pesticides-surfactant formulation on plant leaves using deep learning tools	Nov 17, 2023	Deep LearningImage Segmentation	—Unverified
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection	Dec 9, 2016	Dataset GenerationGeneral Classification	—Unverified
Automatic Preprocessing and Ensemble Learning for Low Quality Cell Image Segmentation	Aug 30, 2021	Ensemble LearningImage Segmentation	—Unverified
Automatic quantification of breast cancer biomarkers from multiple 18F-FDG PET image segmentation	Feb 6, 2025	Active LearningImage Segmentation	—Unverified
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks	Aug 23, 2019	Image SegmentationLesion Segmentation	—Unverified
Automatic satellite building construction monitoring	Sep 29, 2022	Image Segmentationobject-detection	—Unverified
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection	Aug 23, 2012	ClusteringCommunity Detection	—Unverified
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm	May 7, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Automatic segmenting teeth in X-ray images: Trends, a novel data set, benchmarking and future perspectives	Feb 9, 2018	BenchmarkingImage Segmentation	—Unverified
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images	Nov 16, 2021	AnatomyImage Segmentation	—Unverified
Automatic Spine Segmentation using Convolutional Neural Network via Redundant Generation of Class Labels for 3D Spine Modeling	Nov 29, 2017	AnatomyComputed Tomography (CT)	—Unverified
Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint	Apr 26, 2019	Autonomous VehiclesImage Segmentation	—Unverified
Automatic Ultrasound Image Segmentation of Supraclavicular Nerve Using Dilated U-Net Deep Learning Architecture	Aug 9, 2022	Image SegmentationMedical Diagnosis	—Unverified
Automation of Hemocompatibility Analysis Using Image Segmentation and a Random Forest	Oct 13, 2020	Image SegmentationSemantic Segmentation	—Unverified
Autonomous crater detection on asteroids using a fully-convolutional neural network	Apr 1, 2022	BinarizationImage Segmentation	—Unverified
Autonomous Removal of Perspective Distortion of Elevator Button Images based on Corner Detection	Jul 23, 2020	Image SegmentationSegmentation	—Unverified
Autonomous Visual Fish Pen Inspections for Estimating the State of Biofouling Buildup Using ROV -- Extended Abstract	Sep 19, 2024	Image SegmentationSemantic Segmentation	—Unverified
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction	Feb 28, 2025	Image SegmentationMedical Image Segmentation	—Unverified
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder	Jun 10, 2023	Image SegmentationSegmentation	—Unverified
Auxiliary Learning by Implicit Differentiation	Jun 22, 2020	Auxiliary LearningImage Classification	—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