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 1651–1675 of 5035 papers

Title	Date	Tasks	Status	Score
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data	Nov 28, 2023	Decision MakingGenerative Adversarial Network	CodeCode Available	5
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level	Feb 11, 2025	Image SegmentationSegmentation	CodeCode Available	5
Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel Dataset	Feb 15, 2025	Image SegmentationSegmentation	CodeCode Available	5
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed Tomography	Jul 11, 2019	Image SegmentationSegmentation	CodeCode Available	5
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image Segmentation	Jul 22, 2021	Data AugmentationImage Segmentation	CodeCode Available	5
Intracranial Hemorrhage Segmentation Using Deep Convolutional Model	Oct 18, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative Learning	Sep 11, 2024	Image SegmentationSegmentation	CodeCode Available	5
IODeep: an IOD for the introduction of deep learning in the DICOM standard	Nov 10, 2023	DiagnosticFederated Learning	CodeCode Available	5
Enhancing Cross-Modal Medical Image Segmentation through Compositionality	Aug 21, 2024	DisentanglementImage Segmentation	CodeCode Available	5
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis	Jul 8, 2024	Image SegmentationLesion Segmentation	CodeCode Available	5
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers and BERT	Dec 3, 2023	Caption GenerationDecoder	CodeCode Available	5
Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal Dependency	Jun 14, 2024	AnatomyBrain Tumor Segmentation	CodeCode Available	5
Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural Networks	Jun 28, 2023	DecoderImage Segmentation	CodeCode Available	5
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers	Nov 10, 2023	DecoderImage Segmentation	CodeCode Available	5
A Baseline Statistical Method For Robust User-Assisted Multiple Segmentation	Jan 8, 2022	BenchmarkingImage Segmentation	CodeCode Available	5
Inter- and intra-uncertainty based feature aggregation model for semi-supervised histopathology image segmentation	Mar 19, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Adaptive Real-Time Multi-Loss Function Optimization Using Dynamic Memory Fusion Framework: A Case Study on Breast Cancer Segmentation	Oct 10, 2024	Deep LearningImage Segmentation	CodeCode Available	5
2D LiDAR and Camera Fusion Using Motion Cues for Indoor Layout Estimation	Apr 24, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	5
Deep learning for Background Replacement in Video Conferencing	Jun 12, 2023	Deep LearningImage Segmentation	CodeCode Available	5
Interactive Image Segmentation With Latent Diversity	Jun 1, 2018	DiversityImage Segmentation	CodeCode Available	5
Interactive Learning for Semantic Segmentation in Earth Observation	Sep 23, 2020	Domain AdaptationEarth Observation	CodeCode Available	5
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data	Aug 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	5
Kvasir-SEG: A Segmented Polyp Dataset	Nov 16, 2019	Image SegmentationMedical Image Analysis	CodeCode Available	5
Learning of Image Dehazing Models for Segmentation Tasks	Mar 4, 2019	Image DehazingImage Segmentation	CodeCode Available	5
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation	Feb 11, 2019	Image SegmentationMedical Image 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