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 1526–1550 of 5035 papers

Title	Date	Tasks	Status	Score
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray Segmentation	Sep 11, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	5
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models	Mar 21, 2024	DiversityImage Inpainting	CodeCode Available	5
Leveraging CAM Algorithms for Explaining Medical Semantic Segmentation	Sep 30, 2024	ClassificationDecision Making	CodeCode Available	5
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result Fusion	Dec 11, 2024	GPUImage Segmentation	CodeCode Available	5
Benchmarking Human and Automated Prompting in the Segment Anything Model	Oct 29, 2024	BenchmarkingImage Segmentation	CodeCode Available	5
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks	Nov 7, 2018	Image SegmentationMulti-Task Learning	CodeCode Available	5
Learning To Pay Attention To Mistakes	Jul 29, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Learning to "Segment Anything" in Thermal Infrared Images through Knowledge Distillation with a Large Scale Dataset SATIR	Apr 17, 2023	Image SegmentationKnowledge Distillation	CodeCode Available	5
Learning With Context Feedback Loop for Robust Medical Image Segmentation	Mar 4, 2021	Deep LearningImage Segmentation	CodeCode Available	5
Learning Semantic Segmentation with Query Points Supervision on Aerial Images	Sep 11, 2023	Image SegmentationSegmentation	CodeCode Available	5
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration	Sep 16, 2024	Contrastive LearningImage Segmentation	CodeCode Available	5
Learning Shape Representation on Sparse Point Clouds for Volumetric Image Segmentation	Jun 5, 2019	Image SegmentationSegmentation	CodeCode Available	5
DFEN: Dual Feature Equalization Network for Medical Image Segmentation	May 9, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Learning Multimodal Volumetric Features for Large-Scale Neuron Tracing	Jan 5, 2024	Contrastive LearningImage Segmentation	CodeCode Available	5
Development of RLK-Unet: a clinically favorable deep learning algorithm for brain metastasis detection and treatment response assessment	Jan 14, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	5
Learning of Image Dehazing Models for Segmentation Tasks	Mar 4, 2019	Image DehazingImage Segmentation	CodeCode Available	5
Light-Weight RefineNet for Real-Time Semantic Segmentation	Oct 8, 2018	GPUImage Segmentation	CodeCode Available	5
A deep learning approach to segmentation of the developing cortex in fetal brain MRI with minimal manual labeling	Jan 25, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	5
Learning Aerial Image Segmentation from Online Maps	Jul 21, 2017	General ClassificationImage Segmentation	CodeCode Available	5
Learning from imperfect training data using a robust loss function: application to brain image segmentation	Aug 8, 2022	Brain Image SegmentationEEG	CodeCode Available	5
Dynamic Open Vocabulary Enhanced Safe-landing with Intelligence (DOVESEI)	Aug 22, 2023	Image SegmentationSegmentation	CodeCode Available	5
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity	May 9, 2024	Image SegmentationSegmentation	CodeCode Available	5
LDLS: 3-D Object Segmentation Through Label Diffusion From 2-D Images	Oct 30, 2019	Image SegmentationPoint Cloud Segmentation	CodeCode Available	5
L-CO-Net: Learned Condensation-Optimization Network for Clinical Parameter Estimation from Cardiac Cine MRI	Apr 21, 2020	Cardiac SegmentationImage Segmentation	CodeCode Available	5
Detection and Localization of Drosophila Egg Chambers in Microscopy Images.	Sep 7, 2017	ClusteringImage Segmentation	CodeCode Available	5

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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