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 2226–2250 of 5035 papers

Title	Date	Tasks	Status
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors	Sep 21, 2023	Image SegmentationLiver Segmentation	—Unverified
Fourier Boundary Features Network with Wider Catchers for Glass Segmentation	May 15, 2024	Image SegmentationSegmentation	—Unverified
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images	Jun 21, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Artificial Intelligence-based algorithms in medical image scan seg-mentation and intelligent visual-content generation -- a concise overview	Jan 18, 2024	Image SegmentationMedical Image Segmentation	—Unverified
A Connection between Feed-Forward Neural Networks and Probabilistic Graphical Models	Oct 30, 2017	General ClassificationImage Segmentation	—Unverified
Foundation Models for Biomedical Image Segmentation: A Survey	Jan 15, 2024	Image SegmentationSemantic Segmentation	—Unverified
Weakly Supervised LiDAR Semantic Segmentation via Scatter Image Annotation	Apr 19, 2024	Image SegmentationLIDAR Semantic Segmentation	—Unverified
Multiset Neurons	Nov 13, 2021	Image SegmentationSemantic Segmentation	—Unverified
Foundation AI Model for Medical Image Segmentation	Nov 5, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Forming A Random Field via Stochastic Cliques: From Random Graphs to Fully Connected Random Fields	Jun 30, 2015	Image SegmentationSemantic Segmentation	—Unverified
Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images	Jan 17, 2023	Image Segmentationscientific discovery	—Unverified
ForestEyes Project: Conception, Enhancements, and Challenges	Aug 24, 2022	AstronomyImage Segmentation	—Unverified
Combining Supervised and Un-supervised Learning for Automatic Citrus Segmentation	May 4, 2021	Image SegmentationSegmentation	—Unverified
Forest and Water Bodies Segmentation Through Satellite Images Using U-Net	Jul 12, 2022	Image SegmentationSegmentation	—Unverified
Foreground Clustering for Joint Segmentation and Localization in Videos and Images	Nov 26, 2018	ClusteringImage Segmentation	—Unverified
Combining Pyramid Pooling and Attention Mechanism for Pelvic MR Image Semantic Segmentaion	Jun 1, 2018	Data AugmentationImage Segmentation	—Unverified
A Robust Morphological Approach for Semantic Segmentation of Very High Resolution Images	Aug 2, 2022	Image SegmentationSegmentation	—Unverified
Combining Multi-level Contexts of Superpixel using Convolutional Neural Networks to perform Natural Scene Labeling	Mar 14, 2018	Image SegmentationScene Labeling	—Unverified
Flexibly Regularized Mixture Models and Application to Image Segmentation	May 25, 2019	ClusteringImage Segmentation	—Unverified
Combining Contrast Invariant L1 Data Fidelities with Nonlinear Spectral Image Decomposition	Mar 16, 2017	Image SegmentationSemantic Segmentation	—Unverified
Argmax Flows: Learning Categorical Distributions with Normalizing Flows	Nov 23, 2020	Image SegmentationSemantic Segmentation	—Unverified
A Gentle Introduction to Deep Learning in Medical Image Processing	Oct 12, 2018	Deep LearningImage Registration	—Unverified
A Computer Vision Pipeline for Automated Determination of Cardiac Structure and Function and Detection of Disease by Two-Dimensional Echocardiography	Jun 22, 2017	Image SegmentationSemantic Segmentation	—Unverified
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes	Aug 31, 2018	Brain SegmentationImage Segmentation	—Unverified
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning	May 16, 2025	Image SegmentationMedical Image 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