đ¤ SAMP Unified - Master Dashboard
đ Dataset
View dataset and filter by SKU
đˇī¸ SKU Manager
Manage cropped images by SKU
đ Label
Annotate images with bounding boxes + 2-tier hierarchy
đ Scan
Analyze dataset and label quality
đ Train
Full training or fine-tuning
đž Backups
Manage model backups and history
⥠FAISS Index
Generate, upload, and manage FAISS index
đ Dataset Manager - Raw Images
Manage all user-uploaded images with file explorer, preview, and delete options
đ Files (0)
đˇī¸ SKU Manager - Cropped Images
Manage cropped images organized by SKU folder
đĻ Bulk Import SKUs from ZIP
Upload a data.zip file with structure: data/{SKU_NAME}/{images}
| SKU Name | Images | Size (MB) | Actions |
|---|---|---|---|
| Loading SKU list... | |||
Loading images...
đ Files (0)
đ Label Products (SKU Assignment)
đ¯ Object Detection
| # | SKU ID | Action |
|---|---|---|
| No SKUs added yet | ||
| # | Position | Assign SKU | Action |
|---|---|---|---|
| No boxes detected | |||
Select label for new box
đ 2-Tier Inference & Detection
đī¸ Upload Image for Detection
Upload an image to detect products and match them to known SKUs
đ Detection Results
| ID | Confidence | Bounding Box (x,y,w,h) | Matched SKU | SKU Similarity |
| # | Keyword | Confidence |
đ Unified Detection Results
đ¯ Detection Summary
đĻ Detected Products Breakdown
đ Raw JSON (Click to expand)
đ Model Training
đ¤ Upload Trained Model as scan_model.pt
Upload your trained .pt file to use it for scanning. It will be saved as scan_models/scan_model.pt
Training Parameters
Training cycles
Input image size
Batch size
Compute device
Early stopping patience
đ Training Info:
âĸ Train from Start: Uses base HOLO11 model, better for new datasets
âĸ Fine-tune: Uses existing trained model, faster convergence
âĸ Dataset: 18 images with 40 annotations
âĸ Augmentation: Mosaic, mixup, color jitter enabled
âĸ Auto-backup: Models saved at each epoch
âĸ Early stopping: Prevents overfitting
Current Config: 100ep à 640px à 8batch
⥠FAISS Index Management
Generate, manage, upload, and download FAISS index for fast SKU matching (15-70x speedup)
âī¸ Index Operations
đž Model Backups
| Filename | Size (MB) | Modified | Action |
|---|---|---|---|
| Loading backups... | |||