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Results for the nonlocal net on Charades dataset #24

@patykov

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@patykov

Hi!
I'm trying to train the nonlocal net on the Charades dataset and this repo is being of great help! However, I've run your script nonlocal_resnet50_3d_charades.py but it achieved results lower than expected. In the script says that you've reached 32% mAP but my best_model.txt got:

train_loss 0.06904963731537
train_top1 27.30711486067315
train_top5 86.0374044127445
val_loss 0.11540985137626932
val_top1 30.0
val_top5 94.5945945945946
video_task_CharadesmAP 0.17685393374913622
video_task_videotop1 38.16425120772947
video_task_videotop5 147.66505636070855

Is there something else I should be paying attention to run this script?

Also, the paper for this network (https://arxiv.org/pdf/1711.07971.pdf) reports 37.5% mAP. The reason for this gap in the results is known?

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