Spatiotemporal Prediction on 2D Turbulence Micro
0.582RMSEOMNIFLOW
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OMNIFLOWCategory=Proposed, Training Strategy=Training-free2026.03 | 0.582 | 71.5 | 28.66 | |
| EarthFarseerCategory=Sci-ML, Training Strategy=End-to-end2026.03 | 0.654 | 64.2 | 27.45 | |
| LSMCategory=Sci-ML, Training Strategy=End-to-end2026.03 | 2.192 | 12.5 | 18.9 | |
| PredRNNCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 2.237 | 11.2 | 18.54 | |
| PastNetCategory=Sci-ML, Training Strategy=End-to-end2026.03 | 2.383 | 10.1 | 18.42 | |
| TAUCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 2.894 | 10.5 | 17.95 | |
| EarthformerCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 3.125 | 8.8 | 17.1 | |
| FNOCategory=Sci-ML, Training Strategy=End-to-end2026.03 | 3.128 | 7.1 | 16.82 | |
| SwinT-BaseCategory=Vision, Training Strategy=End-to-end2026.03 | 4.221 | 6.5 | 16.12 | |
| UNetCategory=Vision, Training Strategy=End-to-end2026.03 | 4.664 | 5.2 | 15.31 | |
| ConvLSTMCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 4.938 | 4.5 | 14.88 | |
| SimVPCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 5.04 | 4.2 | 14.62 | |
| ViT-BaseCategory=Vision, Training Strategy=End-to-end2026.03 | 5.64 | 3.8 | 14.55 | |
| ResNetCategory=Vision, Training Strategy=End-to-end2026.03 | 5.874 | 4.1 | 14.22 | |
| OMNIFLOWZero-shot=true, Evaluation Space=PNG pixel space (0-255)2026.03 | 64.32 | 55.2 | 11.45 | |
| Seedream 4.5Zero-shot=true, Evaluation Space=PNG pixel space (0-255)2026.03 | 98.2 | 26.5 | 9.85 | |
| ChatGPT-ImagesZero-shot=true, Evaluation Space=PNG pixel space (0-255)2026.03 | 112.5 | 18.5 | 8.7 | |
| Banana ProZero-shot=true, Evaluation Space=PNG pixel space (0-255)2026.03 | 118.4 | 14.2 | 8.12 |