Help with fine tuning?

Hi Luca. Thanks for your work!

I would like to fine tune your pre-trained Imagenet weights using my smallish video data. Approximately how many videos and frame pairs would I need to get good results? 

Also, is there any reason why you did not use negative pairs in your training?