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 501–525 of 5035 papers

Title	Date	Tasks	Status	Hype
Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis	Feb 11, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
Interactive Segmentation and Visualization for Tiny Objects in Multi-megapixel Images	Apr 21, 2022	GPUImage Segmentation	CodeCode Available	1
Inter-slice Context Residual Learning for 3D Medical Image Segmentation	Nov 28, 2020	Brain Tumor SegmentationDecoder	CodeCode Available	1
IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation	Apr 16, 2022	Federated LearningImage Segmentation	CodeCode Available	1
Anatomical Data Augmentation via Fluid-based Image Registration	Jul 5, 2020	Data AugmentationImage Augmentation	CodeCode Available	1
Contrastive Pretraining for Echocardiography Segmentation with Limited Data	Jan 16, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
ISNet: Integrate Image-Level and Semantic-Level Context for Semantic Segmentation	Aug 27, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	1
Is segmentation uncertainty useful?	Mar 30, 2021	Active LearningImage Segmentation	CodeCode Available	1
A Spatial Guided Self-supervised Clustering Network for Medical Image Segmentation	Jul 11, 2021	ClusteringImage Segmentation	CodeCode Available	1
Joint Class-Affinity Loss Correction for Robust Medical Image Segmentation with Noisy Labels	Jun 16, 2022	Image SegmentationLearning with noisy labels	CodeCode Available	1
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation	Apr 2, 2021	3D geometryDecoder	CodeCode Available	1
Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation	Feb 13, 2023	DiagnosticImage Segmentation	CodeCode Available	1
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking	Jul 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DB-SAM: Delving into High Quality Universal Medical Image Segmentation	Oct 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation	Feb 2, 2022	DecoderImage Segmentation	CodeCode Available	1
DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort	Apr 13, 2021	DecoderImage Segmentation	CodeCode Available	1
Attention U-Net: Learning Where to Look for the Pancreas	Apr 11, 2018	Brain Tumor SegmentationComputational Efficiency	CodeCode Available	1
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation	Oct 19, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation	May 31, 2020	DecoderImage Segmentation	CodeCode Available	1
Deep clustering: Discriminative embeddings for segmentation and separation	Aug 18, 2015	ClusteringDeep Clustering	CodeCode Available	1
DeepVoxNet2: Yet another CNN framework	Nov 17, 2022	image-classificationImage Classification	CodeCode Available	1
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation	Feb 20, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers	Mar 12, 2024	Clusteringgraph partitioning	CodeCode Available	1
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision	Mar 3, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation	Sep 23, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1

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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