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 576–600 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Flight Contrail Segmentation via Augmented Transfer Learning with Novel SR Loss Function in Hough Space	Jul 22, 2023	Image SegmentationLine Detection	CodeCode Available	1	5
Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincare Ball	Jan 1, 2024	Image SegmentationSegmentation	CodeCode Available	1	5
Flemme: A Flexible and Modular Learning Platform for Medical Images	Aug 18, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
Flow-based Video Segmentation for Human Head and Shoulders	Apr 20, 2021	DecoderImage Matting	CodeCode Available	1	5
Finding an Unsupervised Image Segmenter in Each of Your Deep Generative Models	May 17, 2021	Image SegmentationSegmentation	CodeCode Available	1	5
Few-Shot Medical Image Segmentation with High-Fidelity Prototypes	Jun 26, 2024	Few-Shot Semantic SegmentationImage Segmentation	CodeCode Available	1	5
Fitting Segmentation Networks on Varying Image Resolutions using Splatting	Jun 13, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
CENet: Context Enhancement Network for Medical Image Segmentation	May 23, 2025	DecoderImage Segmentation	CodeCode Available	1	5
Automated Segmentation of Optical Coherence Tomography Angiography Images: Benchmark Data and Clinically Relevant Metrics	Dec 20, 2019	Image SegmentationSegmentation	CodeCode Available	1	5
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation	Nov 24, 2021	Data AugmentationDomain Generalization	CodeCode Available	1	5
Channel prior convolutional attention for medical image segmentation	Jun 8, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincaré Ball	Apr 4, 2024	Image SegmentationSegmentation	CodeCode Available	1	5
FocalUNETR: A Focal Transformer for Boundary-aware Segmentation of CT Images	Oct 6, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available	1	5
Amodal Ground Truth and Completion in the Wild	Dec 28, 2023	Image SegmentationSegmentation	CodeCode Available	1	5
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
AutoFocusFormer: Image Segmentation off the Grid	Apr 24, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1	5
Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net	Jun 24, 2020	Data AugmentationImage Segmentation	CodeCode Available	1	5
Automated computed tomography and magnetic resonance imaging segmentation using deep learning: a beginner's guide	Apr 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation	Jan 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation	Nov 22, 2022	DisentanglementDomain Generalization	CodeCode Available	1	5
CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation	Jan 6, 2019	Image SegmentationSegmentation	CodeCode Available	1	5
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation	Jun 16, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image Segmentation	Jan 28, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1	5
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation	Feb 27, 2024	DecoderFederated Learning	CodeCode Available	1	5
FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation	May 4, 2022	Federated LearningImage Segmentation	CodeCode Available	1	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