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 3376–3400 of 5035 papers

Title	Date	Tasks	Status
Model-Based Robust Adaptive Semantic Segmentation	Sep 29, 2021	Autonomous VehiclesImage Segmentation	—Unverified
Rethinking Client Reweighting for Selfish Federated Learning	Sep 29, 2021	Federated Learningimage-classification	—Unverified
DaSeGAN: Domain Adaptation for Segmentation Tasks via Generative Adversarial Networks	Sep 29, 2021	Domain AdaptationDomain Generalization	—Unverified
All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation	Sep 28, 2021	AllBrain Tumor Segmentation	—Unverified
Group Shift Pointwise Convolution for Volumetric Medical Image Segmentation	Sep 26, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Using Soft Labels to Model Uncertainty in Medical Image Segmentation	Sep 26, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Self-Training Based Unsupervised Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation	Sep 22, 2021	Domain AdaptationImage Segmentation	—Unverified
Survey on Semantic Stereo Matching / Semantic Depth Estimation	Sep 21, 2021	3D ReconstructionAutonomous Driving	—Unverified
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation	Sep 20, 2021	Image SegmentationLeft Atrium Segmentation	CodeCode Available
Background-Foreground Segmentation for Interior Sensing in Automotive Industry	Sep 20, 2021	Foreground SegmentationImage Segmentation	—Unverified
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging	Sep 20, 2021	FairnessImage Reconstruction	—Unverified
Multi-encoder parse-decoder network for sequential medical image segmentation	Sep 19, 2021	DecoderImage Segmentation	CodeCode Available
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation	Sep 18, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
Mass Segmentation in Automated 3-D Breast Ultrasound Using Dual-Path U-net	Sep 17, 2021	Breast Cancer DetectionImage Segmentation	—Unverified
Transformer-Unet: Raw Image Processing with Unet	Sep 17, 2021	Decoderimage-classification	—Unverified
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
Automated risk classification of colon biopsies based on semantic segmentation of histopathology images	Sep 16, 2021	Image SegmentationSegmentation	—Unverified
Neural Architecture Search in operational context: a remote sensing case-study	Sep 15, 2021	Autonomous DrivingImage Segmentation	—Unverified
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images	Sep 15, 2021	Autonomous NavigationDecision Making	—Unverified
Patch-based Medical Image Segmentation using Matrix Product State Tensor Networks	Sep 15, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Uncertainty Quantification in Medical Image Segmentation with Multi-decoder U-Net	Sep 15, 2021	DecoderImage Segmentation	—Unverified
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation	Sep 13, 2021	Data AugmentationDomain Generalization	CodeCode Available
POPCORN: Progressive Pseudo-labeling with Consistency Regularization and Neighboring	Sep 13, 2021	Image SegmentationLesion Segmentation	—Unverified
CAN3D: Fast 3D Medical Image Segmentation via Compact Context Aggregation	Sep 12, 2021	DiagnosticImage Segmentation	—Unverified
Temporally Coherent Person Matting Trained on Fake-Motion Dataset	Sep 10, 2021	Image MattingImage 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