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

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Showing 3551–3575 of 5035 papers

Title	Date	Tasks	Status
Combining Contrast Invariant L1 Data Fidelities with Nonlinear Spectral Image Decomposition	Mar 16, 2017	Image SegmentationSemantic Segmentation	—Unverified
Flexibly Regularized Mixture Models and Application to Image Segmentation	May 25, 2019	ClusteringImage Segmentation	—Unverified
Combining Multi-level Contexts of Superpixel using Convolutional Neural Networks to perform Natural Scene Labeling	Mar 14, 2018	Image SegmentationScene Labeling	—Unverified
Combining Pyramid Pooling and Attention Mechanism for Pelvic MR Image Semantic Segmentaion	Jun 1, 2018	Data AugmentationImage Segmentation	—Unverified
Combining Supervised and Un-supervised Learning for Automatic Citrus Segmentation	May 4, 2021	Image SegmentationSegmentation	—Unverified
Multiset Neurons	Nov 13, 2021	Image SegmentationSemantic Segmentation	—Unverified
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images	Jun 21, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation	Jun 5, 2024	BenchmarkingImage Segmentation	—Unverified
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans	Jan 19, 2021	Computed Tomography (CT)Deep Learning	—Unverified
Comparing the Performance of LAB* and HSV Color Spaces with Respect to Color Image Segmentation	Jun 4, 2015	Image SegmentationSegmentation	—Unverified
Comparison of automatic prostate zones segmentation models in MRI images using U-net-like architectures	Jul 19, 2022	DiagnosticImage Segmentation	—Unverified
Comparison of Different Methods for Tissue Segmentation in Histopathological Whole-Slide Images	Mar 17, 2017	Image SegmentationSegmentation	—Unverified
Comparison of Possibilistic Fuzzy Local Information C-Means and Possibilistic K-Nearest Neighbors for Synthetic Aperture Sonar Image Segmentation	Apr 1, 2019	Image SegmentationLandmine	—Unverified
Compassionately Conservative Balanced Cuts for Image Segmentation	Mar 27, 2018	Clusteringgraph partitioning	—Unverified
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation	Oct 21, 2023	Image SegmentationLeft Atrium Segmentation	—Unverified
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation	Jan 5, 2024	Image SegmentationInductive Bias	—Unverified
Complex Network Construction for Interactive Image Segmentation using Particle Competition and Cooperation: A New Approach	Jul 3, 2020	DiversityImage Matting	—Unverified
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation	May 24, 2018	Image SegmentationSegmentation	—Unverified
Compositionally Equivariant Representation Learning	Jun 13, 2023	AnatomyImage Segmentation	—Unverified
Comprehensive Multi-Modal Interactions for Referring Image Segmentation	Nov 16, 2021	Image SegmentationSegmentation	—Unverified
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models	Oct 4, 2023	Image SegmentationMedical Image Analysis	—Unverified
Comprehensive Pathological Image Segmentation via Teacher Aggregation for Tumor Microenvironment Analysis	Jan 6, 2025	Decision MakingDiversity	—Unverified
Comprehensive Validation of Automated Whole Body Skeletal Muscle, Adipose Tissue, and Bone Segmentation from 3D CT images for Body Composition Analysis: Towards Extended Body Composition	Jun 1, 2021	AnatomyImage Segmentation	—Unverified
Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks	Sep 7, 2018	Image SegmentationMedical Image Segmentation	—Unverified
Computer-Aided Knee Joint Magnetic Resonance Image Segmentation - A Survey	Feb 13, 2018	Image SegmentationMRI 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