Visual Reconstruction (B→I) on NSD (Natural Scenes Dataset) (test)
83AlexNet (k=2) ScoreSDRecon
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SDReconTrainable Parameters=3B, # Models=4, # Tasks=22026.05 | 83 | — | — | 83 | 76 | 77 | — | — | |
| Mind-Omni (B→I)Trainable Parameters=442M, # Models=1, # Tasks=72026.05 | 67.1 | 0.118 | 0.383 | 72.8 | 69.4 | 66.7 | 0.918 | 0.583 | |
| OneLLMTrainable Parameters=7B, # Models=4, # Tasks=72026.05 | 64.7 | 0.053 | 0.313 | 76.1 | 75.3 | 77.2 | 0.851 | 0.551 | |
| Mind-Omni (B→T)Trainable Parameters=442M, # Models=1, # Tasks=72026.05 | 62.8 | 0.036 | 0.284 | 70.4 | 67.9 | 69.9 | 0.895 | 0.623 | |
| BraVLTrainable Parameters=564M, # Models=4, # Tasks=42026.05 | 56.3 | 0.023 | 0.167 | 59.1 | 61.7 | 63.5 | 0.943 | 0.757 | |
| MoPoETrainable Parameters=564M, # Models=4, # Tasks=42026.05 | 54.4 | 0.021 | 0.145 | 56.2 | 59.3 | 57.6 | 0.965 | 0.752 |