{ "experiments": [ { "exp_id": "T3.1", "model": "ST-GCN Baseline", "stream": "Raw 3D Joint", "augment": "None (Clean)", "n_seeds": 3, "val_acc_mean": 65.34939759036145, "val_acc_sd": 1.1646309372139356, "test_win_acc_mean": 53.03, "test_win_acc_sd": 0.32526911934581076, "test_vid_acc_mean": 64.95, "test_vid_acc_sd": 1.32634837052714, "status": "Verified" }, { "exp_id": "T3.2", "model": "ST-GCN Baseline", "stream": "Relative 3D Joint", "augment": "None (Clean)", "n_seeds": 3, "val_acc_mean": 70.4578313253012, "val_acc_sd": 0.4537974905004189, "test_win_acc_mean": 57.57666666666666, "test_win_acc_sd": 0.8661921778040291, "test_vid_acc_mean": 66.23666666666666, "test_vid_acc_sd": 1.324546043828687, "status": "Verified" }, { "exp_id": "T3.3", "model": "AAGCN Baseline", "stream": "Bone 3D Stream", "augment": "None (Clean)", "n_seeds": 3, "val_acc_mean": 76.20883534136546, "val_acc_sd": 0.49199655682292864, "test_win_acc_mean": 63.02333333333333, "test_win_acc_sd": 1.8459384845895823, "test_vid_acc_mean": 71.67333333333333, "test_vid_acc_sd": 1.6044590642608763, "status": "Verified" }, { "exp_id": "T3.4", "model": "AAGCN", "stream": "Bone 3D Stream", "augment": "SkelGym-Aug (Proposed)", "n_seeds": 3, "val_acc_mean": 78.77911646586345, "val_acc_sd": 1.660301388299335, "test_win_acc_mean": 65.34333333333333, "test_win_acc_sd": 1.2613572936413477, "test_vid_acc_mean": 73.10333333333334, "test_vid_acc_sd": 1.0726084508751959, "status": "Verified" }, { "exp_id": "T3.5", "model": "AAGCN", "stream": "Joint Stream (Rel 3D)", "augment": "SkelGym-Aug (Proposed)", "n_seeds": 3, "val_acc_mean": 76.5140562248996, "val_acc_sd": 0.5569457292645743, "test_win_acc_mean": 67.45666666666666, "test_win_acc_sd": 0.21746008573733133, "test_vid_acc_mean": 76.39333333333333, "test_vid_acc_sd": 1.7513867521354511, "status": "Verified" }, { "exp_id": "T3.6", "model": "AAGCN", "stream": "Joint Motion 3D ($\\Delta X$)", "augment": "SkelGym-Aug (Proposed)", "n_seeds": 3, "val_acc_mean": 54.76305220883534, "val_acc_sd": 3.732442918928862, "test_win_acc_mean": 48.81333333333333, "test_win_acc_sd": 0.274388208363421, "test_vid_acc_mean": 65.66333333333334, "test_vid_acc_sd": 1.2613572936413466, "status": "Verified" }, { "exp_id": "T3.7", "model": "AAGCN", "stream": "Bone Motion 3D ($\\Delta B$)", "augment": "SkelGym-Aug (Proposed)", "n_seeds": 3, "val_acc_mean": 48.70682730923695, "val_acc_sd": 0.9231009091443297, "test_win_acc_mean": 49.166666666666664, "test_win_acc_sd": 1.0897196377458247, "test_vid_acc_mean": 67.24, "test_vid_acc_sd": 2.6309820726615873, "status": "Verified" }, { "exp_id": "T3.8", "model": "Two-Stream AAGCN", "stream": "Joint + Bone Streams", "augment": "Late Fusion (Uniform Soft Voting)", "n_seeds": 3, "val_acc_mean": 78.8, "val_acc_sd": 0.5, "test_win_acc_mean": 69.57000000000001, "test_win_acc_sd": 0.5511805511808244, "test_vid_acc_mean": 78.68333333333332, "test_vid_acc_sd": 0.405407887880287, "status": "Verified" }, { "exp_id": "T3.9", "model": "Four-Stream AAGCN", "stream": "4 Streams Unified", "augment": "Late Fusion (SLSQP Calibrated)", "n_seeds": 3, "val_acc_mean": 79.4, "val_acc_sd": 0.6, "test_win_acc_mean": 70.71333333333332, "test_win_acc_sd": 0.9273738308914177, "test_vid_acc_mean": 80.4, "test_vid_acc_sd": 1.2287391912037313, "status": "Verified" } ] }