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 3101–3125 of 5035 papers

Title	Date	Tasks	Status	Hype
EdgeFlow: Achieving Practical Interactive Segmentation with Edge-Guided Flow	Sep 20, 2021	Image SegmentationInteractive Segmentation	CodeCode Available	1
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation	Sep 20, 2021	Image SegmentationLeft Atrium Segmentation	CodeCode Available	0
Background-Foreground Segmentation for Interior Sensing in Automotive Industry	Sep 20, 2021	Foreground SegmentationImage Segmentation	—Unverified	0
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging	Sep 20, 2021	FairnessImage Reconstruction	—Unverified	0
Multi-encoder parse-decoder network for sequential medical image segmentation	Sep 19, 2021	DecoderImage Segmentation	CodeCode Available	0
Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-Labeling	Sep 19, 2021	DenoisingDomain Adaptation	CodeCode Available	1
Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation	Sep 18, 2021	Domain GeneralizationImage Segmentation	CodeCode Available	1
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation	Sep 18, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Mass Segmentation in Automated 3-D Breast Ultrasound Using Dual-Path U-net	Sep 17, 2021	Breast Cancer DetectionImage Segmentation	—Unverified	0
Transformer-Unet: Raw Image Processing with Unet	Sep 17, 2021	Decoderimage-classification	—Unverified	0
A Multi-Task Cross-Task Learning Architecture for Ad-hoc Uncertainty Estimation in 3D Cardiac MRI Image Segmentation	Sep 16, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Automated risk classification of colon biopsies based on semantic segmentation of histopathology images	Sep 16, 2021	Image SegmentationSegmentation	—Unverified	0
Patch-based Medical Image Segmentation using Matrix Product State Tensor Networks	Sep 15, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Uncertainty Quantification in Medical Image Segmentation with Multi-decoder U-Net	Sep 15, 2021	DecoderImage Segmentation	—Unverified	0
MISSFormer: An Effective Medical Image Segmentation Transformer	Sep 15, 2021	Cardiac SegmentationImage Segmentation	CodeCode Available	1
Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation	Sep 15, 2021	Contrastive LearningImage Segmentation	CodeCode Available	1
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images	Sep 15, 2021	Autonomous NavigationDecision Making	—Unverified	0
Neural Architecture Search in operational context: a remote sensing case-study	Sep 15, 2021	Autonomous DrivingImage Segmentation	—Unverified	0
POPCORN: Progressive Pseudo-labeling with Consistency Regularization and Neighboring	Sep 13, 2021	Image SegmentationLesion Segmentation	—Unverified	0
Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation	Sep 13, 2021	DecoderDomain Generalization	CodeCode Available	1
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation	Sep 13, 2021	Data AugmentationDomain Generalization	CodeCode Available	0
CAN3D: Fast 3D Medical Image Segmentation via Compact Context Aggregation	Sep 12, 2021	DiagnosticImage Segmentation	—Unverified	0
Temporally Coherent Person Matting Trained on Fake-Motion Dataset	Sep 10, 2021	Image MattingImage Segmentation	—Unverified	0
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	Sep 9, 2021	DecoderImage Segmentation	CodeCode Available	1
A Survey on Machine Learning Techniques for Auto Labeling of Video, Audio, and Text Data	Sep 8, 2021	BIG-bench Machine LearningImage 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