add new lines + imagenet

README.md

@@ -180,12 +180,22 @@ TODO: beautiful plots of shots scaling laws.
 |            |       8 |                 64.8 |                 55.1 |                   35.7 |                  46.1 |               77.6 |          114.3 |            105.7 |             76.6 |             47.9 |                     58.2 |                   - |                      67.8 |                              - |
 |            |      16 |                 65.4 |                 56.8 |                   36.3 |                  48.3 |               81.4 |          116.6 |            107.0 |             80.1 |             - |                     55.8 |                   - |                      67.7 |                              - |
 |            |      32 |                 65.9 |                 57.8 |                   36.7 |                  50.0 |               82.7 |          116.6 |            107.5 |             81.1 |             - |                     52.5 |                   - |                      67.3 |                              - |
+<br>
 | IDEFIX 9B  |       0 |                 50.9 |                 38.4 |                   25.9 |                  35.5 |               25.4 |           46.0 |             36.8 |             27.3 |             48.7 |                     51.7 |                   44.2 |                      61.8 |                               5.0 (16.8/20.8) |
 |            |       4 |                 55.4 |                 45.5 |                   27.6 |                  36.9 |               60.0 |           93.0 |             81.3 |             59.7 |             47.9 |                     50.7 |                   37.4 |                      62.3 |                              - |
 |            |       8 |                 56.4 |                 47.7 |                   27.5 |                  40.4 |               63.2 |           97.0 |             86.8 |             61.9 |             47.6 |                     51.0 |                   - |                      66.3 |                              - |
 |            |      16 |                 57.0 |                 48.4 |                   27.9 |                  42.6 |               67.4 |           99.7 |             89.4 |             64.5 |             - |                     50.9 |                   - |                      67.8 |                              - |
 |            |      32 |                 57.9 |                 49.6 |                   28.3 |                  43.7 |               68.1 |           98.0 |             90.5 |             64.4 |             - |                     49.8 |                   - |                      67.0 |                              - |
 
+Imagenet Evaluation:
+| Model      |   Shots |   Imagenet |
+|:-----------|--------:|-----------:|
+| IDEFIX 80B |      16, 1k support set |       65.4 |
+|            |      16, RICES 5k support set |       72.9 |
+<br>
+| IDEFIX 9B  |      16, 1k support set |       53.5 |
+|            |      16, RICES 5k support set |       64.5 |
+
 Fairness Evaluations:
 | Model      |   Shots |   FairFaceGender (accuracy) |   FairFaceRace (accuracy) |   FairFaceAge (accuracy) |
 |:-----------|--------:|----------------------------:|--------------------------:|-------------------------:|
@@ -194,6 +204,7 @@ Fairness Evaluations:
 |            |       8 |                        95.5 |                      52.3 |                     53.1 |
 |            |      16 |                        95.7 |                      47.6 |                     52.8 |
 |            |      32 |                        95.7 |                      36.5 |                     51.2 |
+<br> 
 | IDEFIX 9B  |       0 |                        94.4 |                      55.3 |                     45.1 |
 |            |       4 |                        93.9 |                      35.3 |                     44.3 |
 |            |       8 |                        95.4 |                      44.7 |                     46.0 |