14 datasets · 6 designs · 0 scored records
Training status: completed_without_training · 0 trained prediction records · 0 folds with epoch losses
PNG results, losses & training diagnosis · CAD / scan / label / model-input visualizer
— = no valid score. Diagnostic and training-fit outputs are separate from unseen-design evaluation.
| Model | Protocol | Scored datasets | MAE | RMSE | AP | IoU | Dice |
|---|---|---|---|---|---|---|---|
| cnn2d_unet | diagnostic | 0 | — | — | — | — | — |
| cnn2d_unet | leave_one_design_out | 0 | — | — | — | — | — |
| cnn2d_unet | per_design | 0 | — | — | — | — | — |
| cnn2d_unet | train_all | 0 | — | — | — | — | — |
| dgcnn | diagnostic | 0 | — | — | — | — | — |
| dgcnn | leave_one_design_out | 0 | — | — | — | — | — |
| dgcnn | per_design | 0 | — | — | — | — | — |
| dgcnn | train_all | 0 | — | — | — | — | — |
| fno2d | diagnostic | 0 | — | — | — | — | — |
| fno2d | leave_one_design_out | 0 | — | — | — | — | — |
| fno2d | per_design | 0 | — | — | — | — | — |
| fno2d | train_all | 0 | — | — | — | — | — |
| gaussian_process | diagnostic | 0 | — | — | — | — | — |
| gaussian_process | leave_one_design_out | 0 | — | — | — | — | — |
| gaussian_process | per_design | 0 | — | — | — | — | — |
| gaussian_process | train_all | 0 | — | — | — | — | — |
| meshgraphnet | diagnostic | 0 | — | — | — | — | — |
| meshgraphnet | leave_one_design_out | 0 | — | — | — | — | — |
| meshgraphnet | per_design | 0 | — | — | — | — | — |
| meshgraphnet | train_all | 0 | — | — | — | — | — |
| physics_risk_gnn | diagnostic | 0 | — | — | — | — | — |
| physics_risk_gnn | leave_one_design_out | 0 | — | — | — | — | — |
| physics_risk_gnn | per_design | 0 | — | — | — | — | — |
| physics_risk_gnn | train_all | 0 | — | — | — | — | — |
| pointnet | diagnostic | 0 | — | — | — | — | — |
| pointnet | leave_one_design_out | 0 | — | — | — | — | — |
| pointnet | per_design | 0 | — | — | — | — | — |
| pointnet | train_all | 0 | — | — | — | — | — |
| sparse_unet | diagnostic | 0 | — | — | — | — | — |
| sparse_unet | leave_one_design_out | 0 | — | — | — | — | — |
| sparse_unet | per_design | 0 | — | — | — | — | — |
| sparse_unet | train_all | 0 | — | — | — | — | — |
| tabular_mlp | diagnostic | 0 | — | — | — | — | — |
| tabular_mlp | leave_one_design_out | 0 | — | — | — | — | — |
| tabular_mlp | per_design | 0 | — | — | — | — | — |
| tabular_mlp | train_all | 0 | — | — | — | — | — |
| unet3d | diagnostic | 0 | — | — | — | — | — |
| unet3d | leave_one_design_out | 0 | — | — | — | — | — |
| unet3d | per_design | 0 | — | — | — | — | — |
| unet3d | train_all | 0 | — | — | — | — | — |
| uvnet | diagnostic | 0 | — | — | — | — | — |
| uvnet | leave_one_design_out | 0 | — | — | — | — | — |
| uvnet | per_design | 0 | — | — | — | — | — |
| uvnet | train_all | 0 | — | — | — | — | — |
Individual scores · Detailed predictions/targets · Data and code provenance
{'evaluation_protocols': {'leave_one_design_out': 'All records sharing a design-file SHA256 are held out together. Fit and preprocessing statistics use training records only.', 'per_design': "Fit each design's reviewed records and evaluate those same records. This is training fit only.", 'train_all': 'Fit all reviewed records and evaluate those same records. This is training fit only.', 'diagnostic': 'Untrained actual-input forward passes. No accuracy is calculated.'}, 'data_selection': 'CAT/Excel/CSV/PLY complete matches from live moltex-data rules; CSV is mandatory, including OK records.', 'targets': 'Externally reviewed common-CAD node risk; raw CSV pixel coordinates are not automatically mapped to CAD.', 'scores': 'MAE/RMSE/Brier use reviewed probability targets; AP/AUC and confusion scores threshold reviewed targets. Null means unavailable/undefined.', 'averaging': 'Macro means are per dataset, not per node. Unscored records never enter the average.', 'uncertainty': 'GP posterior standard deviations are available when fitted. Other models have no calibrated uncertainty claim.', 'deformation': 'Physics GNN deformation/type heads are not supervised by this node-risk contract and are not scored.', 'limitations': 'Six distinct designs are the current holdout groups. All complete records are NG; OK without CSV is excluded. No pixel-to-CAD calibration or validated deformation target was supplied.', 'statuses': {'untrained_diagnostic': 126, 'blocked_missing_reviewed_labels': 420, 'requires_training_labels': 14, 'unavailable_backend': 56}, 'failures': [{'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'AC28_DT_RR_FRT_UPR_LH_07d0fbeba5ef', 'dataset_id': 'AC28_DT_FRT_UPR_LHD_20260909_15_15__NG_a22f7d301de4', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'AC28_DT_RR_UPR_STD_6f8b270d95b5', 'dataset_id': 'AC28_DT_RR_UPR_STD_1_20260827_18_01__NG_7194c0e36c7b', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'AC28_DT_RR_UPR_STD_6f8b270d95b5', 'dataset_id': 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'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'ME1a_DT_FRT_UPR_LHD_94719179587d', 'dataset_id': 'ME1a_DT_FRT_UPR_LHD_20260608_14_06__NG_ffc4fce5d996', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'MX5a_PE_DT_RR_ARMREST_LRH_261014_3e74cd458a06', 'dataset_id': 'MX5a_PE_DT_RR_AREST_1_20260626_13_08__NG_fe0e1b9b8b53', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'MX5a_PE_DT_RR_ARMREST_LRH_261014_3e74cd458a06', 'dataset_id': 'MX5a_PE_DT_RR_AREST_2_20260626_13_08__NG_41ec5d7a218e', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'NX5___RR_DT_UPR_2_CUR_TPO___261014_d11283a03a71', 'dataset_id': 'NX5_DT_RR_UPR-2_CUR_1_20260916_10_40__NG_1f98f526a60c', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'NX5___RR_DT_UPR_2_CUR_TPO___261014_d11283a03a71', 'dataset_id': 'NX5_DT_RR_UPR-2_CUR_1_20260916_10_53__NG_b3a8f50d89ae', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'leave_one_design_out', 'design_id': 'NX5___RR_DT_UPR_2_CUR_TPO___261014_d11283a03a71', 'dataset_id': 'NX5_DT_RR_UPR-2_CUR_1_20260916_11_40__NG_1b598f48d4e1', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No 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'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'AC28_DT_RR_UPR_STD_6f8b270d95b5', 'dataset_id': 'AC28_DT_RR_UPR_STD_20260828_09_21__NG_f4c68f38e467', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'AC28_DT_RR_UPR_STD_6f8b270d95b5', 'dataset_id': 'AC28_DT_RR_UPR_STD_2_20260827_18_01__NG_8df93616f7ea', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'LT2_DT_FRT_AREST_IMG-261014_35afb132841b', 'dataset_id': 'LT2_DT_FRT_AREST2_20260914_15_10__NG_243895937535', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'ME1a_DT_FRT_UPR_LHD_94719179587d', 'dataset_id': 'ME1a_DT_FRT_UPR_LHD_20260608_14_06__NG_ffc4fce5d996', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'MX5a_PE_DT_RR_ARMREST_LRH_261014_3e74cd458a06', 'dataset_id': 'MX5a_PE_DT_RR_AREST_1_20260626_13_08__NG_fe0e1b9b8b53', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'MX5a_PE_DT_RR_ARMREST_LRH_261014_3e74cd458a06', 'dataset_id': 'MX5a_PE_DT_RR_AREST_2_20260626_13_08__NG_41ec5d7a218e', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'NX5___RR_DT_UPR_2_CUR_TPO___261014_d11283a03a71', 'dataset_id': 'NX5_DT_RR_UPR-2_CUR_1_20260916_10_40__NG_1f98f526a60c', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'NX5___RR_DT_UPR_2_CUR_TPO___261014_d11283a03a71', 'dataset_id': 'NX5_DT_RR_UPR-2_CUR_1_20260916_10_53__NG_b3a8f50d89ae', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'NX5___RR_DT_UPR_2_CUR_TPO___261014_d11283a03a71', 'dataset_id': 'NX5_DT_RR_UPR-2_CUR_1_20260916_11_40__NG_1b598f48d4e1', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'NX5___RR_DT_UPR_2_CUR_TPO___261014_d11283a03a71', 'dataset_id': 'NX5_DT_RR_UPR-2_CUR_2_20260916_10_40__NG_4debd31ebf8a', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'cnn2d_unet', 'protocol': 'train_all', 'design_id': 'NX5___RR_DT_UPR_2_CUR_TPO___261014_d11283a03a71', 'dataset_id': 'NX5_DT_RR_UPR-2_CUR_2_20260916_10_53__NG_a9e70207f7eb', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'dgcnn', 'protocol': 'leave_one_design_out', 'design_id': 'AC28_DT_RR_FRT_UPR_LH_07d0fbeba5ef', 'dataset_id': 'AC28_DT_FRT_UPR_LHD_20260909_15_15__NG_a22f7d301de4', 'status': 'blocked_missing_reviewed_labels', 'reason': 'No externally_validated common-CAD node labels in this training split'}, {'model_id': 'dgcnn', 'protocol': 'leave_one_design_out', 'design_id': 'AC28_DT_RR_UPR_STD_6f8b270d95b5', 'dataset_id': 'AC28_DT_RR_UPR_STD_1_20260827_18_01__NG_7194c0e36c7b', 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