Tips and ideas to improve current accuracy

VisualComputingInstitute / SiamR-CNN

Siam R-CNN two-stage re-detector for visual object tracking

MIT License

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Tips and ideas to improve current accuracy #19

Open ahmadi3d opened 3 years ago

ahmadi3d commented 3 years ago

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 commented 3 years ago

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 -...