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 3301–3325 of 5035 papers

Title	Date	Tasks	Status	Hype
R2U3D: Recurrent Residual 3D U-Net for Lung Segmentation	May 5, 2021	Data AugmentationImage Segmentation	—Unverified	0
CUAB: Convolutional Uncertainty Attention Block Enhanced the Chest X-ray Image Analysis	May 5, 2021	Image SegmentationMedical Image Analysis	—Unverified	0
Bayesian Logistic Shape Model Inference: application to cochlea image segmentation	May 5, 2021	Bayesian InferenceImage Segmentation	—Unverified	0
Encoder Fusion Network with Co-Attention Embedding for Referring Image Segmentation	May 5, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Computer vision for liquid samples in hospitals and medical labs using hierarchical image segmentation and relations prediction	May 4, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	0
Combining Supervised and Un-supervised Learning for Automatic Citrus Segmentation	May 4, 2021	Image SegmentationSegmentation	—Unverified	0
Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good!	May 3, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
IPatch: A Remote Adversarial Patch	Apr 30, 2021	Autonomous VehiclesImage Segmentation	—Unverified	0
CASSOD-Net: Cascaded and Separable Structures of Dilated Convolution for Embedded Vision Systems and Applications	Apr 29, 2021	Face DetectionImage Segmentation	—Unverified	0
A Rigid Registration Method in TEVAR	Apr 29, 2021	Computed Tomography (CT)Image Segmentation	—Unverified	0
Pyramid Medical Transformer for Medical Image Segmentation	Apr 29, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation	Apr 28, 2021	Gaussian ProcessesImage Segmentation	—Unverified	0
Two stages for visual object tracking	Apr 28, 2021	Image SegmentationObject	—Unverified	0
LambdaUNet: 2.5D Stroke Lesion Segmentation of Diffusion-weighted MR Images	Apr 28, 2021	Image SegmentationLesion Segmentation	CodeCode Available	1
A Deep Learning Object Detection Method for an Efficient Clusters Initialization	Apr 28, 2021	ClusteringDeep Learning	—Unverified	0
Rethinking BiSeNet For Real-time Semantic Segmentation	Apr 27, 2021	DecoderDichotomous Image Segmentation	CodeCode Available	1
Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation	Apr 27, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	0
MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning	Apr 25, 2021	Image SegmentationInteractive Segmentation	CodeCode Available	1
Quantization of Deep Neural Networks for Accurate Edge Computing	Apr 25, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
A Data-Adaptive Loss Function for Incomplete Data and Incremental Learning in Semantic Image Segmentation	Apr 22, 2021	Image SegmentationIncremental Learning	—Unverified	0
Multi-Class Micro-CT Image Segmentation Using Sparse Regularized Deep Networks	Apr 21, 2021	Image SegmentationSegmentation	—Unverified	0
Comprehensive Multi-Modal Interactions for Referring Image Segmentation	Apr 21, 2021	Image SegmentationReferring Expression Segmentation	CodeCode Available	0
Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation	Apr 20, 2021	Federated LearningImage Segmentation	—Unverified	0
GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement	Apr 20, 2021	ClusteringImage Generation	CodeCode Available	1
Flow-based Video Segmentation for Human Head and Shoulders	Apr 20, 2021	DecoderImage Matting	CodeCode Available	1

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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