Protein Backbone Generation on SCOPe
94Designability (<2Å)RMF (Ours)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RMF (Ours)NFE=100, Inference regime=Many-step regime (NFE ≥ 100)2026.02 | 94 | 1.01 | 55 | 0.27 | 89 | |
| FrameFlowNFE=100, Inference regime=Many-step regime (NFE ≥ 100)2026.02 | 93 | 1.16 | 41 | 0.3 | 77 | |
| RMF (Ours)NFE=10, Inference regime=Moderate regime (10 ≤ NFE < 100)2026.02 | 87 | 1.25 | 55 | 0.27 | 87 | |
| RMF (Ours)NFE=5, Inference regime=Few-step regime (NFE < 10)2026.02 | 82 | 1.54 | 54 | 0.27 | 85 | |
| FrameDiffNFE=500, Inference regime=Many-step regime (NFE ≥ 100)2026.02 | 80 | 1.63 | 36 | 0.34 | 68 | |
| FrameDiffNFE=100, Inference regime=Many-step regime (NFE ≥ 100)2026.02 | 74 | 1.78 | 34 | 0.34 | 51 | |
| FrameFlowNFE=10, Inference regime=Moderate regime (10 ≤ NFE < 100)2026.02 | 61 | 2.34 | 54 | 0.26 | 67 | |
| FrameDiffNFE=10, Inference regime=Moderate regime (10 ≤ NFE < 100)2026.02 | 47 | 3.32 | 42 | 0.28 | 52 | |
| RMF (Ours)NFE=1, Inference regime=Few-step regime (NFE < 10)2026.02 | 35 | 3.33 | 60 | 0.24 | 76 | |
| GENIENFE=1000, Inference regime=Many-step regime (NFE ≥ 100)2026.02 | 22 | — | 76 | — | 54 | |
| GENIENFE=750, Inference regime=Many-step regime (NFE ≥ 100)2026.02 | 11 | — | 79 | — | 51 | |
| FrameDiffNFE=5, Inference regime=Few-step regime (NFE < 10)2026.02 | 9 | 6.19 | 54 | 0.24 | 96 | |
| FrameFlowNFE=5, Inference regime=Few-step regime (NFE < 10)2026.02 | 4 | 6.53 | 68 | 0.22 | 74 | |
| GENIENFE=500, Inference regime=Many-step regime (NFE ≥ 100)2026.02 | 0 | — | — | — | — | |
| FrameFlowNFE=2, Inference regime=Few-step regime (NFE < 10)2026.02 | 0 | — | — | — | — |