Upload models/lbp_svm_metadata.json

models/lbp_svm_metadata.json

@@ -0,0 +1,162 @@
+{
+  "model_name": "lbp_svm",
+  "model_type": "classical",
+  "feature_type": "lbp",
+  "class_names": [
+    "Not Damaged",
+    "Damaged"
+  ],
+  "positive_class": "Damaged",
+  "created_at": "20260411-034028",
+  "image_size": 224,
+  "best_validation": {
+    "params": {
+      "kernel": "rbf",
+      "C": 3.0,
+      "gamma": "scale",
+      "class_weight": "balanced"
+    },
+    "val_f1": 0.907103825136612,
+    "val_roc_auc": 0.9298245614035087
+  },
+  "train_rows": 555,
+  "train_rows_after_balancing": 884,
+  "validation_rows": 119,
+  "config": {
+    "project": {
+      "name": "egg-damage-classification-docker"
+    },
+    "paths": {
+      "data_dir": "/data/eggs",
+      "output_dir": "/workspace/outputs",
+      "model_dir": "/workspace/models",
+      "split_csv": "/workspace/outputs/splits.csv"
+    },
+    "kaggle": {
+      "enabled": false,
+      "dataset": "abdullahkhanuet22/eggs-images-classification-damaged-or-not",
+      "download_dir": "/workspace/data/raw"
+    },
+    "seed": 42,
+    "data": {
+      "image_extensions": [
+        ".jpg",
+        ".jpeg",
+        ".png",
+        ".bmp",
+        ".webp"
+      ],
+      "train_size": 0.7,
+      "val_size": 0.15,
+      "test_size": 0.15,
+      "class_names": [
+        "Not Damaged",
+        "Damaged"
+      ],
+      "positive_class": "Damaged",
+      "imbalance_threshold": 1.2
+    },
+    "preprocessing": {
+      "image_size": 224
+    },
+    "balance": {
+      "enabled": true,
+      "strategy": "augment_minority",
+      "max_augmented_train_samples": 3000
+    },
+    "features": {
+      "hog": {
+        "orientations": 9,
+        "pixels_per_cell": [
+          16,
+          16
+        ],
+        "cells_per_block": [
+          2,
+          2
+        ],
+        "block_norm": "L2-Hys"
+      },
+      "lbp": {
+        "radius": 2,
+        "n_points": 16,
+        "method": "uniform"
+      }
+    },
+    "classical": {
+      "svm": {
+        "kernel": [
+          "rbf"
+        ],
+        "C": [
+          1.0,
+          3.0
+        ],
+        "gamma": [
+          "scale"
+        ],
+        "class_weight": "balanced"
+      }
+    },
+    "models": {
+      "enabled": {
+        "hog_svm": true,
+        "lbp_svm": true,
+        "mobilenet_v3": true,
+        "resnet50": true,
+        "efficientnet_b0": true,
+        "densenet121": false,
+        "xception": false,
+        "vit_small": false
+      },
+      "pretrained": true
+    },
+    "training": {
+      "batch_size": 16,
+      "epochs": 3,
+      "learning_rate": 0.0003,
+      "weight_decay": 0.0001,
+      "optimizer": "adamw",
+      "scheduler_patience": 1,
+      "early_stopping_patience": 2,
+      "num_workers": 2,
+      "freeze_backbone": true,
+      "mixed_precision": true,
+      "pin_memory": true,
+      "max_grad_norm": 5.0
+    },
+    "augmentation": {
+      "enabled": true,
+      "horizontal_flip": true,
+      "rotation_degrees": 10,
+      "translate": 0.03,
+      "scale_min": 0.95,
+      "scale_max": 1.05,
+      "color_jitter": {
+        "enabled": true,
+        "brightness": 0.12,
+        "contrast": 0.12,
+        "saturation": 0.08,
+        "hue": 0.02
+      }
+    },
+    "evaluation": {
+      "threshold": 0.5,
+      "save_precision_recall_curve": true,
+      "save_calibration_plot": false,
+      "sample_grid_count": 12
+    },
+    "explainability": {
+      "enabled": true,
+      "max_images": 8
+    },
+    "gradio": {
+      "host": "0.0.0.0",
+      "port": 7860,
+      "share": false,
+      "low_confidence_threshold": 0.65
+    },
+    "_config_path": "/workspace/configs/docker.yaml",
+    "_project_root": "/workspace"
+  }
+}