Learning to see from experience,but which experience is more propaedeutic?RB: Is the title still ok?
Table 1: Task Precision on the Validation Set.
['[EMPTY]', 'Prec@1', 'Prec@3']
For VQA, the model has to retrieve the correct answer from 18 possible answers by generating a textual feature. For Guesser and RefCOCO, the model has to retrieve correct objects from 20 objects by generating visual feature. Task success is measured as precision at K (K=1,3). We can see that the model is performing better than chance level. Since VQA had to generate textual feature of dimension 512, and Guesser and RefCOCO visual feature of dimension 2048, VQA comparatively performs better. Also, RefCOCO is better than Guesser because the target object in Guesser is of smaller size. Overall all the models are performing better than chance level.