dawnyc / ROMTrack

[ICCV 2023] Robust Object Modeling for Visual Tracking, Official Implementation

Home Page:https://arxiv.org/abs/2308.05140

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训练时间参考

HarrisonWu42 opened this issue · comments

请问不同型号的跟踪器在什么配置的机器上训练的,训练时间大概是多久

Training time for different types of models:

  • ROMTrack
    • stage1: 28h (4 V100 GPUs, 300 epochs)
    • stage2: 12h (4 V100 GPUs, 100 epochs)
  • ROMTrack (only GOT-10k)
    • stage1: 15h (4 V100 GPUs, 100 epochs)
    • stage2: 10h (4 V100 GPUs, 50 epochs)
  • ROMTrack-384
    • stage1: 24h (8 V100 GPUs, 300 epochs)
    • stage2: 15h (8 V100 GPUs, 100 epochs)
  • ROMTrack-384 (only GOT-10k)
    • stage1: 11h (8 V100 GPUs, 100 epochs)
    • stage2: 10h (8 V100 GPUs, 50 epochs)
  • ROMTrack-Small-256
    • stage1: 13h (8 V100 GPUs, 300 epochs)
    • stage2: 6h (8 V100 GPUs, 100 epochs)
  • ROMTrack-Tiny-256
    • stage1: 13h (8 V100 GPUs, 300 epochs)
    • stage2: 6h (8 V100 GPUs, 100 epochs)

By using A6000 GPUs, you will speed up the training process of 2 ~ 2.5 times.