🤖 SAMP Unified - Master Dashboard
📊 Dataset
View dataset and filter by SKU
📝 Label
Annotate images with bounding boxes + 2-tier hierarchy
🔍 Scan
Analyze dataset and label quality
🚀 Train
Full training or fine-tuning
💾 Backups
Manage model backups and history
📊 Dataset Manager
| SKU Name | Images | Size (MB) | Actions |
|---|---|---|---|
| Loading SKU list... | |||
Loading images...
📝 Label Products (SKU Assignment)
🎯 Object Detection
| # | SKU ID | Action |
|---|---|---|
| No SKUs added yet | ||
| # | Position | Assign SKU | Action |
|---|---|---|---|
| No boxes detected | |||
Select label for new box
🔍 2-Tier Inference & Detection
🛍️ Upload Image for Detection
Upload an image to detect products and match them to known SKUs
📊 Detection Results
| ID | Confidence | Bounding Box (x,y,w,h) | Matched SKU | SKU Similarity |
📊 Unified Detection Results
🎯 Detection Summary
📦 Detected Products Breakdown
📋 Raw JSON (Click to expand)
🚀 Model Training
Training Parameters
Training cycles
Input image size
Batch size
Compute device
Early stopping patience
📊 Training Info:
• Train from Start: Uses base HOLO11 model, better for new datasets
• Fine-tune: Uses existing trained model, faster convergence
• Dataset: 18 images with 40 annotations
• Augmentation: Mosaic, mixup, color jitter enabled
• Auto-backup: Models saved at each epoch
• Early stopping: Prevents overfitting
Current Config: 100ep × 640px × 8batch
💾 Model Backups
| Filename | Size (MB) | Modified | Action |
|---|---|---|---|
| Loading backups... | |||