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 3226–3250 of 5035 papers

Title	Date	Tasks	Status	Hype
Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation	Jun 24, 2021	DisentanglementImage Segmentation	CodeCode Available	1
Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation	Jun 23, 2021	Domain AdaptationImage Segmentation	—Unverified	0
Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images	Jun 23, 2021	Autonomous DrivingDecision Making	CodeCode Available	2
Automatic Head Overcoat Thickness Measure with NASNet-Large-Decoder Net	Jun 22, 2021	DecoderImage Segmentation	—Unverified	0
MEAL: Manifold Embedding-based Active Learning	Jun 22, 2021	Active LearningAutonomous Driving	—Unverified	0
Large-scale image segmentation based on distributed clustering algorithms	Jun 21, 2021	ChunkingClustering	CodeCode Available	0
Improving Multi-Modal Learning with Uni-Modal Teachers	Jun 21, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Fully automated quantification of in vivo viscoelasticity of prostate zones using magnetic resonance elastography with Dense U-net segmentation	Jun 21, 2021	Image SegmentationSegmentation	—Unverified	0
Distilling effective supervision for robust medical image segmentation with noisy labels	Jun 21, 2021	Image SegmentationLearning with noisy labels	—Unverified	0
Quality-Aware Memory Network for Interactive Volumetric Image Segmentation	Jun 20, 2021	Active LearningImage Segmentation	CodeCode Available	1
More than Encoder: Introducing Transformer Decoder to Upsample	Jun 20, 2021	DecoderImage Segmentation	—Unverified	0
Bottom-Up Shift and Reasoning for Referring Image Segmentation	Jun 19, 2021	Image SegmentationSegmentation	CodeCode Available	0
Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling	Jun 19, 2021	DiagnosticImage Segmentation	CodeCode Available	1
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Image Segmentation	Jun 19, 2021	Continual LearningImage Segmentation	—Unverified	0
Polygonal Building Extraction by Frame Field Learning	Jun 19, 2021	Image SegmentationMulti-Task Learning	CodeCode Available	1
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers	Jun 18, 2021	Data Augmentationimage-classification	CodeCode Available	1
Medical Matting: A New Perspective on Medical Segmentation with Uncertainty	Jun 18, 2021	Image MattingImage Segmentation	CodeCode Available	1
Trilateral Attention Network for Real-time Medical Image Segmentation	Jun 17, 2021	Cardiac SegmentationImage Segmentation	—Unverified	0
Knowledge distillation from multi-modal to mono-modal segmentation networks	Jun 17, 2021	Brain Tumor SegmentationImage Segmentation	—Unverified	0
Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation	Jun 16, 2021	Cardiac SegmentationDomain Adaptation	—Unverified	0
A Spiking Neural Network for Image Segmentation	Jun 16, 2021	BenchmarkingCPU	—Unverified	0
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	0
Positional Contrastive Learning for Volumetric Medical Image Segmentation	Jun 16, 2021	Contrastive Learningimage-classification	CodeCode Available	1
CMF: Cascaded Multi-model Fusion for Referring Image Segmentation	Jun 16, 2021	Image SegmentationSegmentation	CodeCode Available	0
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis	Jun 15, 2021	Data AugmentationDiversity	—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