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Prepare dataset
- Raw *.tar from Supervisely
- Extraction
- Exploratory analysis
- Darknet-format dataset
- Anchors calculation
- Stage 1: YOLOv3 prototype training
- Soft-NMS YOLOv3
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Stage 2: Differentiation/classification
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Traditional approach
- Hand segmentation
- Hand identification
- Training: Classification
- Grow dataset
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Thorough training of the models
- Hard examples mining
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Models
- Stage 1 of two-stage model
- Single-shot YOLOv3
- Stage 2 (NN-based) of two-stage model
- Evaluation on test set
- Thesis draft
- Optimisation
- Write-up
- N.B. Cells with boundary have detailed flowcharts in https://github.com/JinhangZhu/project-diary/tree/master/images