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 2451–2475 of 5035 papers

Title	Date	Tasks	Status
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
A Point in the Right Direction: Vector Prediction for Spatially-aware Self-supervised Volumetric Representation Learning	Nov 15, 2022	Image SegmentationMedical Image Segmentation	—Unverified
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging	Apr 21, 2019	Image SegmentationMedical Image Segmentation	—Unverified
A Comparison of Nature Inspired Algorithms for Multi-threshold Image Segmentation	May 28, 2014	Image SegmentationSegmentation	—Unverified
Bridging 2D and 3D Segmentation Networks for Computation Efficient Volumetric Medical Image Segmentation: An Empirical Study of 2.5D Solutions	Oct 13, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery	Oct 5, 2023	Earth ObservationImage Segmentation	—Unverified
Exploring Context with Deep Structured models for Semantic Segmentation	Mar 10, 2016	Image SegmentationSegmentation	—Unverified
Challenge Results Are Not Reproducible	Jul 14, 2023	BenchmarkingImage Segmentation	—Unverified
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning	Oct 12, 2021	Content-Based Image RetrievalEnsemble Learning	—Unverified
Exploring and Exploiting Diversity for Image Segmentation	Sep 5, 2017	DiversityImage Segmentation	—Unverified
Exploration of Multi-Scale Image Fusion Systems in Intelligent Medical Image Analysis	May 23, 2024	3D Reconstructionimage-classification	—Unverified
CGAM: Click-Guided Attention Module for Interactive Pathology Image Segmentation via Backpropagating Refinement	Jul 3, 2023	Image SegmentationInteractive Segmentation	—Unverified
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection	Apr 23, 2024	DecoderImage Segmentation	—Unverified
Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning	Nov 12, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data	Mar 7, 2019	Bladder SegmentationData Augmentation	—Unverified
CFFormer: Cross CNN-Transformer Channel Attention and Spatial Feature Fusion for Improved Segmentation of Low Quality Medical Images	Jan 7, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Explicit topological priors for deep-learning based image segmentation using persistent homology	Jan 29, 2019	Image SegmentationLeft Ventricle Segmentation	—Unverified
Explanatory Analysis and Rectification of the Pitfalls in COVID-19 Datasets	Nov 10, 2021	Image AugmentationImage Segmentation	—Unverified
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training	Jan 16, 2024	image-classificationImage Classification	—Unverified
Explainable Semantic Medical Image Segmentation with Style	Mar 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
CF2-Net: Coarse-to-Fine Fusion Convolutional Network for Breast Ultrasound Image Segmentation	Mar 23, 2020	DecoderDeep Learning	—Unverified
A Characteristic Function-based Algorithm for Geodesic Active Contours	Jul 1, 2020	Image SegmentationLesion Segmentation	—Unverified
Explainable Binary Classification of Separable Shape Ensembles	Oct 16, 2024	Binary ClassificationClassification	—Unverified
Explainable, automated urban interventions to improve pedestrian and vehicle safety	Oct 22, 2021	Image SegmentationSemantic Segmentation	—Unverified
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation	Oct 23, 2018	Active LearningImage 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