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

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Showing 2251–2275 of 5035 papers

Title	Date	Tasks	Status
Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels	Sep 8, 2024	Image SegmentationMedical Image Segmentation	—Unverified
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified
Autonomous Removal of Perspective Distortion of Elevator Button Images based on Corner Detection	Jul 23, 2020	Image SegmentationSegmentation	—Unverified
A Simple Probabilistic Method for Deep Classification under Input-Dependent Label Noise	Mar 15, 2020	General Classificationimage-classification	—Unverified
INT: Instance-Specific Negative Mining for Task-Generic Promptable Segmentation	Jan 30, 2025	Image SegmentationInstance Segmentation	—Unverified
Deep Retinal Image Segmentation with Regularization Under Geometric Priors	Sep 19, 2019	DiagnosticImage Segmentation	—Unverified
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey	Aug 25, 2021	Deep Reinforcement LearningImage Segmentation	—Unverified
Autonomous crater detection on asteroids using a fully-convolutional neural network	Apr 1, 2022	BinarizationImage 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
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception	Dec 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Analysis of liver cancer detection based on image processing	Jul 16, 2022	DiagnosticImage Segmentation	—Unverified
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications	Aug 3, 2020	Deep LearningImage Segmentation	—Unverified
Deep Neural Patchworks: Coping with Large Segmentation Tasks	Jun 7, 2022	GPUImage Segmentation	—Unverified
Automation of Hemocompatibility Analysis Using Image Segmentation and a Random Forest	Oct 13, 2020	Image SegmentationSemantic Segmentation	—Unverified
A Data-Adaptive Loss Function for Incomplete Data and Incremental Learning in Semantic Image Segmentation	Apr 22, 2021	Image SegmentationIncremental Learning	—Unverified
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation	Mar 22, 2021	image-classificationImage Classification	—Unverified
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy	Aug 25, 2020	Graph Neural NetworkImage Segmentation	—Unverified
Inter-slice image augmentation based on frame interpolation for boosting medical image segmentation accuracy	Jan 31, 2020	Data AugmentationImage Augmentation	—Unverified
Introducing A Novel Method For Adaptive Thresholding In Brain Tumor Medical Image Segmentation	Jun 25, 2023	Deep LearningImage Segmentation	—Unverified
Invertible Residual Network with Regularization for Effective Medical Image Segmentation	Mar 16, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Deep Multi-Scale U-Net Architecture and Label-Noise Robust Training Strategies for Histopathological Image Segmentation	May 3, 2022	Image SegmentationSegmentation	—Unverified
Deep Multiphase Level Set for Scene Parsing	Oct 8, 2019	Image SegmentationScene Parsing	—Unverified
Automatic Ultrasound Image Segmentation of Supraclavicular Nerve Using Dilated U-Net Deep Learning Architecture	Aug 9, 2022	Image SegmentationMedical Diagnosis	—Unverified
Deep Multi-Magnification Networks for Multi-Class Breast Cancer Image Segmentation	Oct 29, 2019	DecoderImage Segmentation	—Unverified
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images	Jul 3, 2019	AnatomyDeep Learning	—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