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

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Showing 2926–2950 of 5035 papers

Title	Date	Tasks	Status
Semantic Image Segmentation with Deep Learning for Vine Leaf Phenotyping	Oct 24, 2022	Deep LearningImage Segmentation	—Unverified
Large Batch and Patch Size Training for Medical Image Segmentation	Oct 24, 2022	GPUImage Segmentation	—Unverified
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images	Oct 22, 2022	Image SegmentationLearning Theory	—Unverified
Diversity-Promoting Ensemble for Medical Image Segmentation	Oct 22, 2022	DiversityImage Segmentation	—Unverified
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks	Oct 21, 2022	Image SegmentationSegmentation	—Unverified
RAIS: Robust and Accurate Interactive Segmentation via Continual Learning	Oct 20, 2022	Continual LearningImage Segmentation	—Unverified
Image Semantic Relation Generation	Oct 19, 2022	Image RetrievalImage Segmentation	—Unverified
Otsu based Differential Evolution Method for Image Segmentation	Oct 18, 2022	Image SegmentationSegmentation	—Unverified
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles with Label Propagation for Cross-Domain Adaptation	Oct 18, 2022	Domain AdaptationImage Segmentation	—Unverified
Cutting-Splicing data augmentation: A novel technology for medical image segmentation	Oct 17, 2022	Data AugmentationImage Segmentation	—Unverified
Heterogeneous Feature Distillation Network for SAR Image Semantic Segmentation	Oct 17, 2022	Image SegmentationSegmentation	—Unverified
EISeg: An Efficient Interactive Segmentation Tool based on PaddlePaddle	Oct 17, 2022	Image SegmentationInteractive Segmentation	—Unverified
MKIS-Net: A Light-Weight Multi-Kernel Network for Medical Image Segmentation	Oct 15, 2022	DiagnosticImage Segmentation	—Unverified
Data-Limited Tissue Segmentation using Inpainting-Based Self-Supervised Learning	Oct 14, 2022	Image SegmentationSegmentation	—Unverified
Unsupervised Dense Nuclei Detection and Segmentation with Prior Self-activation Map For Histology Images	Oct 14, 2022	Image SegmentationMedical Image Segmentation	—Unverified
MonoDVPS: A Self-Supervised Monocular Depth Estimation Approach to Depth-aware Video Panoptic Segmentation	Oct 14, 2022	Depth-aware Video Panoptic SegmentationDepth Estimation	—Unverified
Synthetic-to-real Composite Semantic Segmentation in Additive Manufacturing	Oct 14, 2022	Dataset GenerationDomain Adaptation	—Unverified
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation	Oct 13, 2022	DecoderImage Segmentation	CodeCode Available
ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation	Oct 12, 2022	Image SegmentationSemantic Segmentation	—Unverified
Digitization of Raster Logs: A Deep Learning Approach	Oct 11, 2022	Deep LearningImage Segmentation	—Unverified
Memory transformers for full context and high-resolution 3D Medical Segmentation	Oct 11, 2022	Image SegmentationSegmentation	—Unverified
DPANET:Dual Pooling Attention Network for Semantic Segmentation	Oct 11, 2022	GPUImage Segmentation	—Unverified
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners	Oct 11, 2022	Domain GeneralizationImage Segmentation	—Unverified
The Fast and Accurate Approach to Detection and Segmentation of Melanoma Skin Cancer using Fine-tuned Yolov3 and SegNet Based on Deep Transfer Learning	Oct 11, 2022	Image SegmentationSegmentation	—Unverified
Deep Fourier Up-Sampling	Oct 11, 2022	Image DehazingImage Segmentation	CodeCode Available

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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