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 1301–1325 of 5035 papers

Title	Date	Tasks	Status
Color Image Segmentation Metrics	Oct 19, 2020	Decision MakingImage 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
Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks	Feb 6, 2023	Adversarial RobustnessImage 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
Distribution-Aware Replay for Continual MRI Segmentation	Jul 30, 2024	Continual LearningHippocampus	—Unverified
Efficient piecewise training of deep structured models for semantic segmentation	Apr 4, 2015	Image SegmentationSegmentation	—Unverified
Collaborative Position Reasoning Network for Referring Image Segmentation	Jan 22, 2024	Image SegmentationPosition	—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
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction	Jun 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified
CoFiNet: Unveiling Camouflaged Objects with Multi-Scale Finesse	Feb 3, 2024	Image SegmentationObject	—Unverified
A Restricted-Domain Dual Formulation for Two-Phase Image Segmentation	Jul 30, 2018	Image SegmentationSemantic Segmentation	—Unverified
3DRef: 3D Dataset and Benchmark for Reflection Detection in RGB and Lidar Data	Mar 11, 2024	Image SegmentationMirror Detection	—Unverified
CoCo DistillNet: a Cross-layer Correlation Distillation Network for Pathological Gastric Cancer Segmentation	Aug 27, 2021	Image SegmentationKnowledge Distillation	—Unverified
A Comprehensive Survey of Transformers for Computer Vision	Nov 11, 2022	Anomaly DetectionDenoising	—Unverified
CNN-Transformer Rectified Collaborative Learning for Medical Image Segmentation	Aug 25, 2024	Image SegmentationMedical Image Segmentation	—Unverified
CNN in CT Image Segmentation: Beyound Loss Function for Expoliting Ground Truth Images	Apr 8, 2020	Image SegmentationSemantic Segmentation	—Unverified
A Regularized Convolutional Neural Network for Semantic Image Segmentation	Jun 28, 2019	Image Segmentationobject-detection	—Unverified
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds	Apr 9, 2019	Image CompressionImage Segmentation	—Unverified
Efficient OCT Image Segmentation Using Neural Architecture Search	Jul 28, 2020	Image SegmentationNeural Architecture Search	—Unverified
CNN-based Semantic Segmentation using Level Set Loss	Oct 2, 2019	Image SegmentationSegmentation	—Unverified
A regularization-based approach for unsupervised image segmentation	Mar 8, 2016	Image SegmentationSemantic 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