{ "batch_size": 2, "gradient_accumulation_steps": 4, "epochs": 200, "lr": 5e-05, "backbone_lr": 1e-05, "weight_decay": 0.0001, "backbone_type": "resnet50", "use_pretrained": true, "freeze_backbone_epochs": 5, "use_gradient_checkpointing": true, "image_size": [ 1920, 1080 ], "num_classes": 11, "merge_banknotes": true, "train_ratio": 0.85, "test_ratio": 0.15, "fpn_channels": 256, "strides": [ 8, 16, 32, 64, 128 ], "use_native_resolution": true, "focal_alpha": 0.5, "focal_gamma": 2.5, "lambda_reg": 2.0, "lambda_ctr": 1.0, "nms_threshold": 0.4, "score_threshold": 0.35, "max_detections": 100, "patience": 30, "grad_clip": 1.0, "warmup_epochs": 10, "hf_dataset": "format37/russian-rubles-banknotes", "hf_model_repo": "format37/fcos-banknotes-detector" }