Tips and ideas to improve current accuracy

[ahmadi3d]

Hello
Thanks for the great job you guys did, I was wondering do you have any tips or ideas to improve the current accuracy?, where do you think it lacks the most, I would like to try and improve the results of the current project and i would really appreciate any tips or even ideas on where to begin or start digging.
Thank you!

[pvoigtlaender]

Hi,

there are many possible directions, e.g.
-online updating / fine-tuning like in DiMP https://arxiv.org/abs/1904.07220
-improving the RPN, which is at the moment frozen from COCO pre-training
-improving the way the features between the reference and the target RoI are combined
-a more systematic way to handle multiple objects
-improving the efficiency (e.g. more efficient backbone)
-using a memory mechanism for temporal context
-...