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 2276–2300 of 5035 papers

Title	Date	Tasks	Status
Finger Vein Recognition by Generating Code	Jan 21, 2021	Finger Vein RecognitionImage Segmentation	—Unverified
Fine tuning U-Net for ultrasound image segmentation: which layers?	Feb 19, 2020	Image SegmentationSegmentation	—Unverified
Color Image Segmentation Metrics	Oct 19, 2020	Decision MakingImage Segmentation	—Unverified
Fine-Grained Semantic Segmentation of Motion Capture Data using Dilated Temporal Fully-Convolutional Networks	Mar 2, 2019	Action SegmentationImage Segmentation	—Unverified
Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images	Dec 6, 2016	Image SegmentationMedical Image Segmentation	—Unverified
Color image segmentation based on a convex K-means approach	Mar 17, 2021	Image SegmentationSegmentation	—Unverified
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation	Nov 25, 2024	Active LearningBayesian Inference	—Unverified
Finding the Most Transferable Tasks for Brain Image Segmentation	Jan 3, 2023	Brain Image SegmentationImage Segmentation	—Unverified
Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks	Feb 6, 2023	Adversarial RobustnessImage Segmentation	—Unverified
Finding NeMo: Negative-mined Mosaic Augmentation for Referring Image Segmentation	Nov 3, 2024	Data AugmentationImage Segmentation	—Unverified
Collective Robustness Certificates	Jan 1, 2021	Adversarial RobustnessImage Segmentation	—Unverified
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease	Dec 22, 2020	Ensemble Learningimage-classification	—Unverified
A General Framework for Complex Network-Based Image Segmentation	Jul 4, 2019	Community DetectionImage Segmentation	—Unverified
A Comprehensive Survey with Quantitative Comparison of Image Analysis Methods for Microorganism Biovolume Measurements	Feb 18, 2022	ArticlesImage Segmentation	—Unverified
Financial Table Extraction in Image Documents	Mar 18, 2024	Image SegmentationOptical Character Recognition (OCR)	—Unverified
Fully Automated 3D Segmentation of MR-Imaged Calf Muscle Compartments: Neighborhood Relationship Enhanced Fully Convolutional Network	Jun 21, 2020	DecoderEdge Detection	—Unverified
Collaborative Position Reasoning Network for Referring Image Segmentation	Jan 22, 2024	Image SegmentationPosition	—Unverified
Filter Design and Performance Evaluation for Fingerprint Image Segmentation	Jan 9, 2015	Image SegmentationSegmentation	—Unverified
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation	Sep 9, 2024	DecoderImage Segmentation	—Unverified
Collaborative Learning for Annotation-Efficient Volumetric MR Image Segmentation	Dec 18, 2023	Image SegmentationLeft Atrium Segmentation	—Unverified
A review: Deep learning for medical image segmentation using multi-modality fusion	Apr 22, 2020	Deep Learningimage-classification	—Unverified
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation	Jun 20, 2024	Data AugmentationDomain Generalization	—Unverified
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference	Feb 27, 2019	image-classificationImage Classification	—Unverified
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction	Jun 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified
FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention	Nov 16, 2024	DecoderImage Segmentation	—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