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 4376–4400 of 5035 papers

Title	Date	Tasks	Status
Improved Unet brain tumor image segmentation based on GSConv module and ECA attention mechanism	Sep 20, 2024	Image SegmentationMedical Image Analysis	—Unverified
Improved Unet model for brain tumor image segmentation based on ASPP-coordinate attention mechanism	Sep 13, 2024	Image SegmentationMedical Image Analysis	—Unverified
Improved Workflow for Unsupervised Multiphase Image Segmentation	Oct 26, 2017	General ClassificationImage Segmentation	—Unverified
Improvement of Multiparametric MR Image Segmentation by Augmenting the Data with Generative Adversarial Networks for Glioma Patients	Oct 1, 2019	Generative Adversarial NetworkImage Segmentation	—Unverified
Improving Brain Magnetic Resonance Image MRI Segmentation via a Novel Algorithm based on Genetic and Regional Growth	Jul 22, 2019	AnatomyImage Segmentation	—Unverified
Improving CT Image Segmentation Accuracy Using StyleGAN Driven Data Augmentation	Feb 7, 2023	Data AugmentationImage Segmentation	—Unverified
Improving Dermoscopic Image Segmentation with Enhanced Convolutional-Deconvolutional Networks	Sep 28, 2017	Image SegmentationLesion Segmentation	—Unverified
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model	Aug 7, 2023	Image SegmentationLong-range modeling	—Unverified
Improving Data-Efficient Fossil Segmentation via Model Editing	Oct 8, 2022	image-classificationImage Classification	—Unverified
Improving Gibbs Sampler Scan Quality with DoGS	Jul 18, 2017	Image SegmentationObject Recognition	—Unverified
Improving Image co-segmentation via Deep Metric Learning	Mar 19, 2021	Image SegmentationMetric Learning	—Unverified
Improving Learning Effectiveness For Object Detection and Classification in Cluttered Backgrounds	Feb 27, 2020	General ClassificationImage Segmentation	—Unverified
Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation	Feb 12, 2025	Image SegmentationLesion Segmentation	—Unverified
Improving Multi-Modal Learning with Uni-Modal Teachers	Jun 21, 2021	Image SegmentationSemantic Segmentation	—Unverified
Improving RANSAC-Based Segmentation Through CNN Encapsulation	Jul 1, 2017	Image SegmentationIris Recognition	—Unverified
Improving Segment Anything on the Fly: Auxiliary Online Learning and Adaptive Fusion for Medical Image Segmentation	Jun 3, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Improving Feature Stability during Upsampling -- Spectral Artifacts and the Importance of Spatial Context	Nov 29, 2023	Disparity EstimationImage Classification	—Unverified
Improving Training on Noisy Stuctured Labels	Mar 8, 2020	Image SegmentationSegmentation	—Unverified
Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation	Nov 10, 2022	Image SegmentationMedical Image Analysis	—Unverified
In-context learning for medical image segmentation	Dec 17, 2024	Image SegmentationIn-Context Learning	—Unverified
Incorporating Boundary Uncertainty into loss functions for biomedical image segmentation	Oct 31, 2021	Image SegmentationSegmentation	—Unverified
Incorporating Near-Infrared Information into Semantic Image Segmentation	Jun 24, 2014	Image SegmentationSegmentation	—Unverified
Incorporating prior knowledge in medical image segmentation: a survey	Jul 5, 2016	Image SegmentationMedical Image Analysis	—Unverified
Incremental Class Discovery for Semantic Segmentation with RGBD Sensing	Jul 23, 2019	Image SegmentationSegmentation	—Unverified
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation	Jun 3, 2022	Image SegmentationIncremental Learning	—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