{ "model_type": "averformer-v4", "architecture": "AVERFormerV4", "corpus": "CREMA-D", "num_classes": 6, "emotions": [ "anger", "disgust", "fear", "happy", "neutral", "sad" ], "audio_backbone": "microsoft/wavlm-large", "video_backbone": "MCG-NJU/videomae-large", "text_backbone": "microsoft/deberta-v3-large", "fusion_layers": 2, "lora_r": 16, "unfreeze_audio": 0, "unfreeze_video": 0, "unfreeze_text": 0, "fusion_dim": 512, "use_text": true, "audio_format": { "sample_rate": 16000, "channels": 1, "expected_seconds": "4.0 (rolling buffer; flexible)" }, "video_format": { "num_frames": 16, "height": 224, "width": 224, "imagenet_mean": [ 0.485, 0.456, 0.406 ], "imagenet_std": [ 0.229, 0.224, 0.225 ], "value_range": "[0, 1]" }, "text_format": { "tokenizer": "microsoft/deberta-v3-large", "max_length": 320, "n_ctx_turns": 5, "speaker_embedding": true }, "select_metric": "wF1", "source_checkpoint": "best.pth", "training_script": "train_v5_spec.py / train_v6_supcon.py / train_v10_mcncl.py", "val_score": 0.8320558803202199, "best_epoch": 12, "seed": 100 }