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 2901–2925 of 5035 papers

Title	Date	Tasks	Status
A Comprehensive Survey of Transformers for Computer Vision	Nov 11, 2022	Anomaly DetectionDenoising	—Unverified
High-Quality Entity Segmentation	Nov 10, 2022	Image SegmentationSegmentation	CodeCode Available
Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation	Nov 10, 2022	Image SegmentationMedical Image Analysis	—Unverified
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening	Nov 9, 2022	Image SegmentationIncremental Learning	—Unverified
Automatic Error Detection in Integrated Circuits Image Segmentation: A Data-driven Approach	Nov 8, 2022	image-classificationImage Classification	—Unverified
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report	Nov 7, 2022	Bokeh Effect RenderingDepth Estimation	—Unverified
High-Resolution Boundary Detection for Medical Image Segmentation with Piece-Wise Two-Sample T-Test Augmented Loss	Nov 4, 2022	Boundary DetectionImage Segmentation	—Unverified
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation	Nov 3, 2022	Decision MakingImage Segmentation	—Unverified
Translated Skip Connections -- Expanding the Receptive Fields of Fully Convolutional Neural Networks	Nov 3, 2022	Image SegmentationSegmentation	CodeCode Available
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images	Nov 2, 2022	Domain AdaptationImage Segmentation	—Unverified
Style Augmentation improves Medical Image Segmentation	Nov 2, 2022	Data AugmentationImage Segmentation	—Unverified
Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation	Nov 1, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Deep Learning for Global Wildfire Forecasting	Nov 1, 2022	Deep LearningImage Segmentation	—Unverified
Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation	Oct 31, 2022	AttributeImage Segmentation	—Unverified
Saliency Can Be All You Need In Contrastive Self-Supervised Learning	Oct 30, 2022	AllImage Segmentation	—Unverified
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels	Oct 28, 2022	Image SegmentationInductive Bias	CodeCode Available
Localized Randomized Smoothing for Collective Robustness Certification	Oct 28, 2022	Image SegmentationNode Classification	—Unverified
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation	Oct 27, 2022	Conditional Image GenerationDenoising	—Unverified
UNet-2022: Exploring Dynamics in Non-isomorphic Architecture	Oct 27, 2022	Image SegmentationLesion Segmentation	—Unverified
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image Segmentation	Oct 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Super-Resolution Based Patch-Free 3D Image Segmentation with High-Frequency Guidance	Oct 26, 2022	Computed Tomography (CT)GPU	CodeCode Available
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation	Oct 26, 2022	Contrastive LearningImage Segmentation	CodeCode Available
How precise are performance estimates for typical medical image segmentation tasks?	Oct 26, 2022	Image SegmentationMedical Image Segmentation	—Unverified
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images	Oct 25, 2022	DecoderImage Segmentation	—Unverified
Brain Tumor Segmentation using Enhanced U-Net Model with Empirical Analysis	Oct 24, 2022	Brain Tumor SegmentationDecoder	CodeCode Available

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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