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 3751–3775 of 5035 papers

Title	Date	Tasks	Status
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans	Jan 25, 2018	Image SegmentationSegmentation	—Unverified
Deeply Learning the Messages in Message Passing Inference	Jun 6, 2015	Image SegmentationSemantic Segmentation	—Unverified
Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation	Aug 2, 2018	Computed Tomography (CT)Image Segmentation	—Unverified
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images	Jul 3, 2019	AnatomyDeep Learning	—Unverified
Deep Multi-Magnification Networks for Multi-Class Breast Cancer Image Segmentation	Oct 29, 2019	DecoderImage Segmentation	—Unverified
Deep Multiphase Level Set for Scene Parsing	Oct 8, 2019	Image SegmentationScene Parsing	—Unverified
Deep Multi-Scale U-Net Architecture and Label-Noise Robust Training Strategies for Histopathological Image Segmentation	May 3, 2022	Image SegmentationSegmentation	—Unverified
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy	Aug 25, 2020	Graph Neural NetworkImage Segmentation	—Unverified
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation	Mar 22, 2021	image-classificationImage Classification	—Unverified
Deep Neural Patchworks: Coping with Large Segmentation Tasks	Jun 7, 2022	GPUImage Segmentation	—Unverified
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception	Dec 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method	Jun 14, 2022	3D Reconstruction3D Shape Reconstruction	—Unverified
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey	Aug 25, 2021	Deep Reinforcement LearningImage Segmentation	—Unverified
Deep Retinal Image Segmentation with Regularization Under Geometric Priors	Sep 19, 2019	DiagnosticImage Segmentation	—Unverified
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified
Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels	Sep 8, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Deep Semantic Segmentation of Natural and Medical Images: A Review	Oct 16, 2019	Image SegmentationMedical Image Analysis	—Unverified
Deep Structural Causal Shape Models	Aug 23, 2022	counterfactualImage Segmentation	—Unverified
Deep Superpixel Cut for Unsupervised Image Segmentation	Mar 10, 2021	ClusteringImage Segmentation	—Unverified
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation	Jan 18, 2021	Domain AdaptationImage Segmentation	—Unverified
Deep Tiered Image Segmentation For Detecting Internal Ice Layers in Radar Imagery	Oct 8, 2020	Image SegmentationSemantic Segmentation	—Unverified
DeepTriNet: A Tri-Level Attention Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images	Sep 5, 2023	Change DetectionImage Segmentation	—Unverified
Deformable Attentive Visual Enhancement for Referring Segmentation Using Vision-Language Model	May 25, 2025	cross-modal alignmentImage Segmentation	—Unverified
Denoising Plane Wave Ultrasound Images Using Diffusion Probabilistic Models	Aug 20, 2024	AnatomyDenoising	—Unverified
Dense 3D Visual Mapping via Semantic Simplification	Feb 20, 2019	Image SegmentationSemantic 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