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 3326–3350 of 5035 papers

Title	Date	Tasks	Status
Automated Multi-sequence Cardiac MRI Segmentation Using Supervised Domain Adaptation	Aug 21, 2019	DecoderDomain Adaptation	—Unverified
Automated Pavement Crack Segmentation Using U-Net-based Convolutional Neural Network	Jan 7, 2020	Crack SegmentationFeature Engineering	—Unverified
Automated Prediction of Breast Cancer Response to Neoadjuvant Chemotherapy from DWI Data	Apr 7, 2024	Image SegmentationSegmentation	—Unverified
Automated Quality Control in Image Segmentation: Application to the UK Biobank Cardiac MR Imaging Study	Jan 27, 2019	General ClassificationImage Segmentation	—Unverified
Automated Resolution Selection for Image Segmentation	May 22, 2016	Image SegmentationSegmentation	—Unverified
Automated risk classification of colon biopsies based on semantic segmentation of histopathology images	Sep 16, 2021	Image SegmentationSegmentation	—Unverified
Automated Segmentation and Analysis of Microscopy Images of Laser Powder Bed Fusion Melt Tracks	Sep 26, 2024	Image AugmentationImage Segmentation	—Unverified
Automated Segmentation of Retinal Layers from Optical Coherent Tomography Images Using Geodesic Distance	Sep 7, 2016	Image SegmentationSegmentation	—Unverified
Automated Virtual Product Placement and Assessment in Images using Diffusion Models	May 2, 2024	Image SegmentationMarketing	—Unverified
Automatic 3D Multi-modal Ultrasound Segmentation of Human Placenta using Fusion Strategies and Deep Learning	Jan 17, 2024	Image SegmentationPlacenta Segmentation	—Unverified
Automatically Designing CNN Architectures for Medical Image Segmentation	Jul 19, 2018	DecoderImage Segmentation	—Unverified
Automatically Searching for U-Net Image Translator Architecture	Feb 26, 2020	Image SegmentationSemantic Segmentation	—Unverified
Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss	Dec 6, 2018	AnatomyImage Segmentation	—Unverified
Automatic Brain Structures Segmentation Using Deep Residual Dilated U-Net	Nov 10, 2018	Brain Image SegmentationBrain Segmentation	—Unverified
Automatic Brain Tumor Detection and Segmentation Using U-Net Based Fully Convolutional Networks	May 10, 2017	Brain Tumor SegmentationDiagnostic	—Unverified
Automatic Brain Tumour Segmentation and Biophysics-Guided Survival Prediction	Nov 19, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Automatic Breast Ultrasound Image Segmentation: A Survey	Apr 4, 2017	Image SegmentationSegmentation	—Unverified
Automatic Classification of Alzheimer's Disease using brain MRI data and deep Convolutional Neural Networks	Mar 31, 2022	Binary ClassificationDeep Learning	—Unverified
Automatic Color Image Segmentation Using a Square Elemental Region-Based Seeded Region Growing and Merging Method	Nov 26, 2017	Image SegmentationSegmentation	—Unverified
Automatic Cranial Defect Reconstruction with Self-Supervised Deep Deformable Masked Autoencoders	Apr 19, 2024	Data AugmentationImage Segmentation	—Unverified
Automatic Data Augmentation via Deep Reinforcement Learning for Effective Kidney Tumor Segmentation	Feb 22, 2020	Data AugmentationDeep Reinforcement Learning	—Unverified
Automatic Detection of Interplanetary Coronal Mass Ejections in Solar Wind In Situ Data	May 7, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Automatic Error Detection in Integrated Circuits Image Segmentation: A Data-driven Approach	Nov 8, 2022	image-classificationImage Classification	—Unverified
Automatic Estimation of Live Coffee Leaf Infection based on Image Processing Techniques	Feb 24, 2014	Image SegmentationManagement	—Unverified
Automatic Head Overcoat Thickness Measure with NASNet-Large-Decoder Net	Jun 22, 2021	DecoderImage 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