| { | |
| "model_type": "TransSLR_v3", | |
| "version": "v3", | |
| "changes_from_v2": [ | |
| "train-stats normalisation fix", | |
| "data augmentation", | |
| "smaller model (128d 2L)" | |
| ], | |
| "dataset": "luciayen/KSL-W30-Landmarks", | |
| "num_classes": 30, | |
| "feat_dim": 225, | |
| "d_model": 192, | |
| "nhead": 4, | |
| "num_layers": 3, | |
| "ffn_dim": 768, | |
| "dropout": 0.5, | |
| "num_frames": 64, | |
| "label2idx": { | |
| "Agreement": 0, | |
| "Apple": 1, | |
| "Colour": 2, | |
| "Friend": 3, | |
| "Gift": 4, | |
| "Market": 5, | |
| "Monday": 6, | |
| "No_100": 7, | |
| "No_125": 8, | |
| "No_17": 9, | |
| "No_22": 10, | |
| "No_268": 11, | |
| "No_35": 12, | |
| "No_388": 13, | |
| "No_444": 14, | |
| "No_48": 15, | |
| "No_54": 16, | |
| "No_66": 17, | |
| "No_73": 18, | |
| "No_89": 19, | |
| "No_9": 20, | |
| "No_91": 21, | |
| "Picture": 22, | |
| "Proud": 23, | |
| "Sweater": 24, | |
| "Teach": 25, | |
| "Tomatoes": 26, | |
| "Tortoise": 27, | |
| "Twin": 28, | |
| "Ugali": 29 | |
| }, | |
| "normalisation": "train mean/std applied to all splits", | |
| "augmentation": { | |
| "gaussian_noise_std": 0.008, | |
| "temporal_jitter_frames": 2, | |
| "frame_dropout_fraction": 0.05, | |
| "horizontal_flip_prob": 0.0 | |
| }, | |
| "results": { | |
| "top1_acc": 0.4, | |
| "top5_acc": 0.7289, | |
| "macro_recall": 0.4, | |
| "recall_at_1": 0.4, | |
| "recall_at_5": 0.7289, | |
| "recall_at_10": 0.8356, | |
| "median_rank": 2.0, | |
| "params_M": 1.38, | |
| "flops": "59.759M", | |
| "latency_ms": 1.227 | |
| } | |
| } |