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 4051–4075 of 5035 papers

Title	Date	Tasks	Status
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images	Jul 29, 2022	DecoderImage Segmentation	—Unverified
FDiff-Fusion:Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation	Jul 22, 2024	DenoisingImage Segmentation	—Unverified
FDNet: Feature Decoupled Segmentation Network for Tooth CBCT Image	Nov 11, 2023	Image SegmentationSegmentation	—Unverified
Feature Decoupling-Recycling Network for Fast Interactive Segmentation	Aug 7, 2023	Image SegmentationInteractive Segmentation	—Unverified
Feature-enhanced Adversarial Semi-supervised Semantic Segmentation Network for Pulmonary Embolism Annotation	Apr 8, 2022	Image SegmentationSegmentation	—Unverified
Feature Fusion Encoder Decoder Network For Automatic Liver Lesion Segmentation	Mar 28, 2019	DecoderImage Segmentation	—Unverified
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation	Jul 24, 2018	Image SegmentationSegmentation	—Unverified
Feature Selective Transformer for Semantic Image Segmentation	Mar 26, 2022	feature selectionImage Segmentation	—Unverified
Feature Sensitive Label Fusion with Random Walker for Atlas-based Image Segmentation	Oct 24, 2016	Image SegmentationSemantic Segmentation	—Unverified
FedDP: Privacy-preserving method based on federated learning for histopathology image segmentation	Nov 7, 2024	Federated LearningImage Segmentation	—Unverified
Federated Contrastive Learning for Volumetric Medical Image Segmentation	Apr 23, 2022	Contrastive LearningFederated Learning	—Unverified
Federated Data Model	Mar 13, 2024	DiversityImage Segmentation	—Unverified
Federated Learning with Partially Labeled Data: A Conditional Distillation Approach	Dec 25, 2024	Federated LearningImage Segmentation	—Unverified
Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation	Mar 30, 2025	Federated LearningImage Segmentation	—Unverified
Federated Semi-supervised Learning for Medical Image Segmentation with intra-client and inter-client Consistency	Mar 19, 2024	Data AugmentationFederated Learning	—Unverified
Federated Unsupervised Semantic Segmentation	May 29, 2025	Federated LearningImage Segmentation	—Unverified
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation	Mar 19, 2025	Computational EfficiencyFederated Learning	—Unverified
FedSemiDG: Domain Generalized Federated Semi-supervised Medical Image Segmentation	Jan 13, 2025	Domain GeneralizationImage Segmentation	—Unverified
Feedback Attention for Cell Image Segmentation	Aug 14, 2020	Image SegmentationSegmentation	—Unverified
Feedback Chain Network For Hippocampus Segmentation	Nov 15, 2022	Decoderfeature selection	—Unverified
Feedback U-net for Cell Image Segmentation	Apr 30, 2020	Image SegmentationSemantic Segmentation	—Unverified
Feed-forward and noise-tolerant detection of feature homogeneity in spiking networks with a latency code	Jun 11, 2018	Image SegmentationLow-latency processing	—Unverified
Fetal Ultrasound Image Segmentation for Measuring Biometric Parameters Using Multi-Task Deep Learning	Aug 31, 2019	Image SegmentationSegmentation	—Unverified
FE-UNet: Frequency Domain Enhanced U-Net with Segment Anything Capability for Versatile Image Segmentation	Feb 6, 2025	Image SegmentationSegmentation	—Unverified
Fewer is More: Image Segmentation Based Weakly Supervised Object Detection with Partial Aggregation	Sep 4, 2018	Image SegmentationObject	—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