santosh3110/Ecoclassify-Wildlife_Classifier
0
1# Image settings2IMAGE_SIZE: [224, 224]3BATCH_SIZE: 324RANDOM_SEED: 425 6# Training hyperparameters7CUSTOMCNN:8 dropout: 0.59 hidden_units: 51210 num_classes: 811 12EPOCHS: 10013LEARNING_RATE: 0.000114WEIGHT_DECAY: 0.000515ALPHA_L2SP: 1e-4 16 17# Scheduler18SCHEDULER_PATIENCE: 219SCHEDULER_FACTOR: 0.520 21# Model choice 22MODEL_TO_USE: "Resnet50"23 24# Label smoothing25LABEL_SMOOTHING: 0.126 27# Early stopping28EARLY_STOPPING_PATIENCE: 1029 30# Gradient clipping31GRAD_CLIP: 1.032 33# Temperature scaling for calibration34TEMPERATURE_TUNING:35 ENABLED: true36 SEARCH_RANGE: [0.5, 2.0]37 SEARCH_STEPS: 2038 39EVALUATION:40 TOP_K: 341 USE_TEST_SET: false42 43GRADCAM:44 gradcam_target_layer: "layer4" 45 num_images: 2046 47BATCH_INFERENCE:48 batch_size: 3249 num_workers: 250 top_k: 351 52FINE_TUNING:53 batch_size: 3254 epochs: 555 unfreeze_backbone: false56 patience: 557 learning_rate: 0.00158 scheduler_patience: 259 scheduler_factor: 0.560 crop_size: 22461 flip: true62 brightness: 0.263 contrast: 0.264 saturation: 0.265 hue: 0.1