Protein Fold Classification on SCOP Fold (test)
63.1Accuracy (Fold)SSProNet-Backbone
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSProNet-BackboneAvg. Time (s/epoch)=93.7, Backbone Type=Backbone2026.06 | 63.1 | 77.4 | 100 | 80.2 | |
| SSProNet-Amino-AcidAvg. Time (s/epoch)=90.3, Backbone Type=Amino-Acid2026.06 | 62.6 | 76.9 | 100 | 79.8 | |
| ProNet-Backbone+SCHullAvg. Time (s/epoch)=75.8, Backbone Type=Backbone, Structure Information (SCHull)=true2026.06 | 56.1 | 74.6 | 99.4 | 76.7 | |
| ProNet-BackboneAvg. Time (s/epoch)=74.1, Backbone Type=Backbone2026.06 | 52.7 | 70.3 | 99.3 | 74.1 | |
| ProNet-Amino-Acid+SCHullAvg. Time (s/epoch)=69.3, Backbone Type=Amino-Acid, Structure Information (SCHull)=true2026.06 | 52.2 | 73.9 | 99.2 | 75.1 | |
| ProNet-Amino-AcidAvg. Time (s/epoch)=70.5, Backbone Type=Amino-Acid2026.06 | 51.5 | 69.9 | 99 | 73.5 | |
| IEConvAvg. Time (s/epoch)=–2026.06 | 45 | 69.7 | 98.9 | 71.2 | |
| SEGNN+SCHullAvg. Time (s/epoch)=115, Structure Information (SCHull)=true2026.06 | 32 | 33.6 | 86.7 | 50.3 | |
| DWNNAvg. Time (s/epoch)=–2026.06 | 31.8 | 37.8 | 85.2 | 51.5 | |
| SEGNNAvg. Time (s/epoch)=1212026.06 | 28.8 | 30.4 | 77.1 | 45.4 | |
| GearNetAvg. Time (s/epoch)=–2026.06 | 28.4 | 42.6 | 95.3 | 55.4 | |
| MACE+SCHullAvg. Time (s/epoch)=105, Structure Information (SCHull)=true2026.06 | 27 | 23.1 | 65 | 38.4 | |
| GVP-GNN + SCHullAvg. Time (s/epoch)=111, Structure Information (SCHull)=true2026.06 | 24.5 | 27.1 | 88 | 47.1 | |
| MACEAvg. Time (s/epoch)=1142026.06 | 23.7 | 21.4 | 60.2 | 35.1 | |
| GCNAvg. Time (s/epoch)=–2026.06 | 16.8 | 21.3 | 82.8 | 40.3 | |
| GVP-GNNAvg. Time (s/epoch)=106.32026.06 | 16 | 22.5 | 83.8 | 40.8 |