| { |
| "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" |
| } |
| ] |
| } |
