| { | |
| "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" | |
| } |