{ "model_name": "DeepFake Detector V14", "version": "14.0", "architecture": "Weighted Ensemble", "total_parameters": "699M", "description": "Ensemble of 3 V13 models with weighted averaging", "models": [ { "id": 1, "name": "Model 13.1", "backbone": "convnext_large", "parameters": "198M", "dropout": 0.3, "f1_score": 0.8971, "ensemble_weight": 0.25, "file": "model_1.safetensors" }, { "id": 2, "name": "Model 13.2", "backbone": "vit_large_patch16_224", "parameters": "304M", "dropout": 0.35, "f1_score": 0.9382, "ensemble_weight": 0.35, "file": "model_2.safetensors" }, { "id": 3, "name": "Model 13.3", "backbone": "swin_large_patch4_window7_224", "parameters": "197M", "dropout": 0.3, "f1_score": 0.9586, "ensemble_weight": 0.4, "file": "model_3.safetensors" } ], "ensemble": { "method": "weighted_average", "weights": [ 0.25, 0.35, 0.4 ], "expected_f1": 0.9360850000000001 }, "usage": { "preprocessing": { "image_size": 224, "normalization": { "mean": [ 0.485, 0.456, 0.406 ], "std": [ 0.229, 0.224, 0.225 ] } }, "inference": "Load all 3 models, get predictions, compute weighted average" }, "predecessor": "ash12321/deepfake-detector-v13" }