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 1901–1925 of 5035 papers

Title	Date	Tasks	Status
Flame quality monitoring of flare stack based on deep visual features	Oct 18, 2024	Image SegmentationSemantic Segmentation	—Unverified
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning	Mar 19, 2023	Image SegmentationInteractive Segmentation	—Unverified
Applying Conditional Generative Adversarial Networks for Imaging Diagnosis	Jul 17, 2024	Deep LearningImage Segmentation	—Unverified
hidden markov random fields and cuckoo search method for medical image segmentation	May 19, 2020	Image SegmentationMedical Image Segmentation	—Unverified
DoubleU-NetPlus: A Novel Attention and Context Guided Dual U-Net with Multi-Scale Residual Feature Fusion Network for Semantic Segmentation of Medical Images	Nov 25, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Double Similarity Distillation for Semantic Image Segmentation	Jul 19, 2021	Image SegmentationKnowledge Distillation	—Unverified
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors	Jun 1, 2019	Image DehazingImage Segmentation	—Unverified
Combinatorial clustering and the beta negative binomial process	Nov 8, 2011	ClusteringImage Segmentation	—Unverified
Flow 2.0 -a flexible, scalable, cross-platform post-processing software for realtime phase contrast sequences	Jul 26, 2022	Image SegmentationSemantic Segmentation	—Unverified
Flow Based Self-supervised Pixel Embedding for Image Segmentation	Jan 2, 2019	Image SegmentationOptical Flow Estimation	—Unverified
End-to-End Boundary Aware Networks for Medical Image Segmentation	Aug 21, 2019	Brain Tumor SegmentationImage Segmentation	—Unverified
Flower Categorization using Deep Convolutional Neural Networks	Aug 12, 2017	ClassificationGeneral Classification	—Unverified
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms	May 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Hierarchical Attention Networks for Medical Image Segmentation	Nov 20, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Double Banking on Knowledge: Customized Modulation and Prototypes for Multi-Modality Semi-supervised Medical Image Segmentation	Oct 23, 2024	Contrastive LearningImage Segmentation	—Unverified
FNOSeg3D: Resolution-Robust 3D Image Segmentation with Fourier Neural Operator	Oct 5, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Do Segmentation Models Understand Vascular Structure? A Blob-Based XAI Framework	Apr 11, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation	Feb 4, 2022	Contrastive LearningImage Segmentation	—Unverified
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation	Apr 10, 2024	Image SegmentationMedical Image Analysis	—Unverified
H-EMD: A Hierarchical Earth Mover's Distance Method for Instance Segmentation	Jun 2, 2022	Image SegmentationInstance Segmentation	—Unverified
Don't ignore Dropout in Fully Convolutional Networks	Aug 24, 2019	Image SegmentationScheduling	—Unverified
A Divide-and-Conquer Approach towards Understanding Deep Networks	Jul 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Heatmap-based Vanishing Point boosts Lane Detection	Jul 30, 2020	Autonomous DrivingImage Segmentation	—Unverified
Dominant Sets for "Constrained" Image Segmentation	Jul 15, 2017	Image SegmentationInteractive Segmentation	—Unverified
An evaluation of U-Net in Renal Structure Segmentation	Sep 6, 2022	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