ropedia-xperience-10m-task-baselines / results /episode_task_suite /neural_mlp /next_action /metrics.json
| { | |
| "accuracy": 0.02586206896551724, | |
| "balanced_accuracy": 0.03, | |
| "macro_f1": 0.04186046511627907, | |
| "weighted_f1": 0.03608660785886127, | |
| "num_eval_windows": 348, | |
| "num_classes": 18, | |
| "task": "next_action", | |
| "input": "all modalities at t -> action at t+20 frames", | |
| "split": "chronological", | |
| "num_windows": 1161, | |
| "num_train_windows": 813, | |
| "num_test_windows": 348, | |
| "feature_dim": 8546, | |
| "majority_baseline_accuracy": 0.0, | |
| "unseen_test_classes": [ | |
| "Place item on table", | |
| "Pour coffee", | |
| "Pour milk into coffee", | |
| "Wait/Prepare for pouring" | |
| ], | |
| "model": "neural_mlp", | |
| "head": "z-score -> MLP softmax", | |
| "neural_epochs": 80, | |
| "neural_hidden_dim": 128, | |
| "neural_batch_size": 128, | |
| "neural_learning_rate": 0.001, | |
| "neural_weight_decay": 0.0001, | |
| "neural_dropout": 0.1, | |
| "neural_device": "cpu", | |
| "train_final_loss": 0.000416612956025105, | |
| "train_final_accuracy": 1.0 | |
| } |