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 2401–2425 of 5035 papers

Title	Date	Tasks	Status	Hype
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CT	Nov 11, 2022	Image SegmentationKnowledge Distillation	CodeCode Available	0
High-Quality Entity Segmentation	Nov 10, 2022	Image SegmentationSegmentation	CodeCode Available	0
Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation	Nov 10, 2022	Image SegmentationMedical Image Analysis	—Unverified	0
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening	Nov 9, 2022	Image SegmentationIncremental Learning	—Unverified	0
Automatic Error Detection in Integrated Circuits Image Segmentation: A Data-driven Approach	Nov 8, 2022	image-classificationImage Classification	—Unverified	0
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report	Nov 7, 2022	Bokeh Effect RenderingDepth Estimation	—Unverified	0
High-Resolution Boundary Detection for Medical Image Segmentation with Piece-Wise Two-Sample T-Test Augmented Loss	Nov 4, 2022	Boundary DetectionImage Segmentation	—Unverified	0
Translated Skip Connections -- Expanding the Receptive Fields of Fully Convolutional Neural Networks	Nov 3, 2022	Image SegmentationSegmentation	CodeCode Available	0
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation	Nov 3, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation	Nov 3, 2022	Decision MakingImage Segmentation	—Unverified	0
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images	Nov 2, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Style Augmentation improves Medical Image Segmentation	Nov 2, 2022	Data AugmentationImage Segmentation	—Unverified	0
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model	Nov 1, 2022	Anomaly DetectionBrain Tumor Segmentation	CodeCode Available	3
Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation	Nov 1, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Deep Learning for Global Wildfire Forecasting	Nov 1, 2022	Deep LearningImage Segmentation	—Unverified	0
Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation	Oct 31, 2022	AttributeImage Segmentation	—Unverified	0
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation	Oct 30, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1
Saliency Can Be All You Need In Contrastive Self-Supervised Learning	Oct 30, 2022	AllImage Segmentation	—Unverified	0
Semantic-SuPer: A Semantic-aware Surgical Perception Framework for Endoscopic Tissue Identification, Reconstruction, and Tracking	Oct 29, 2022	3D ReconstructionImage Segmentation	CodeCode Available	1
Localized Randomized Smoothing for Collective Robustness Certification	Oct 28, 2022	Image SegmentationNode Classification	—Unverified	0
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels	Oct 28, 2022	Image SegmentationInductive Bias	CodeCode Available	0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation	Oct 27, 2022	Conditional Image GenerationDenoising	—Unverified	0
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image Segmentation	Oct 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Open-vocabulary Semantic Segmentation with Frozen Vision-Language Models	Oct 27, 2022	Image SegmentationLanguage Modelling	CodeCode Available	1
UNet-2022: Exploring Dynamics in Non-isomorphic Architecture	Oct 27, 2022	Image SegmentationLesion Segmentation	—Unverified	0

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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