{ "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 } }