LMFYoloQuantizeΒΆ

  • Image size: {height: 224, width: 224}

  • Number of class: 1

Name Param Size (MB) 1 bits Quant Size (MB) FLOPs (m)
total 4834198 18.441 0.58925 1141.55565
block_1 160 0.00061 0.00026 9.63379
  block_1/bn 64 0.00024 0.00024 -
    block_1/bn/beta 32 0.00012 0.00012 -
    block_1/bn/gamma 32 0.00012 0.00012 -
  block_1/conv 96 0.00037 1e-05 -
    block_1/conv/kernel 96 0.00037 1e-05 -
block_2 2320 0.00885 0.00034 231.21101
  block_2/bn 16 6e-05 6e-05 -
    block_2/bn/beta 8 3e-05 3e-05 -
    block_2/bn/gamma 8 3e-05 3e-05 -
  block_2/conv 2304 0.00879 0.00027 -
    block_2/conv/kernel 2304 0.00879 0.00027 -
block_3 4640 0.0177 0.00067 115.6055
  block_3/bn 32 0.00012 0.00012 -
    block_3/bn/beta 16 6e-05 6e-05 -
    block_3/bn/gamma 16 6e-05 6e-05 -
  block_3/conv 4608 0.01758 0.00055 -
    block_3/conv/kernel 4608 0.01758 0.00055 -
block_4 18496 0.07056 0.00244 115.6055
  block_4/bn 64 0.00024 0.00024 -
    block_4/bn/beta 32 0.00012 0.00012 -
    block_4/bn/gamma 32 0.00012 0.00012 -
  block_4/conv 18432 0.07031 0.0022 -
    block_4/conv/kernel 18432 0.07031 0.0022 -
block_5 73856 0.28174 0.00928 115.6055
  block_5/bn 128 0.00049 0.00049 -
    block_5/bn/beta 64 0.00024 0.00024 -
    block_5/bn/gamma 64 0.00024 0.00024 -
  block_5/conv 73728 0.28125 0.00879 -
    block_5/conv/kernel 73728 0.28125 0.00879 -
block_6 295168 1.12598 0.03613 115.6055
  block_6/bn 256 0.00098 0.00098 -
    block_6/bn/beta 128 0.00049 0.00049 -
    block_6/bn/gamma 128 0.00049 0.00049 -
  block_6/conv 294912 1.125 0.03516 -
    block_6/conv/kernel 294912 1.125 0.03516 -
block_4_1x1 136 0.00052 5e-05 0.80282
  block_4_1x1/bn 8 3e-05 3e-05 -
    block_4_1x1/bn/beta 4 2e-05 2e-05 -
    block_4_1x1/bn/gamma 4 2e-05 2e-05 -
  block_4_1x1/conv 128 0.00049 2e-05 -
    block_4_1x1/conv/kernel 128 0.00049 2e-05 -
block_5_1x1 1056 0.00403 0.00024 1.60563
  block_5_1x1/bn 32 0.00012 0.00012 -
    block_5_1x1/bn/beta 16 6e-05 6e-05 -
    block_5_1x1/bn/gamma 16 6e-05 6e-05 -
  block_5_1x1/conv 1024 0.00391 0.00012 -
    block_5_1x1/conv/kernel 1024 0.00391 0.00012 -
block_6_1x1 4160 0.01587 0.00073 1.60563
  block_6_1x1/bn 64 0.00024 0.00024 -
    block_6_1x1/bn/beta 32 0.00012 0.00012 -
    block_6_1x1/bn/gamma 32 0.00012 0.00012 -
  block_6_1x1/conv 4096 0.01562 0.00049 -
    block_6_1x1/conv/kernel 4096 0.01562 0.00049 -
block_7 590080 2.25098 0.07129 57.80275
  block_7/bn 256 0.00098 0.00098 -
    block_7/bn/beta 128 0.00049 0.00049 -
    block_7/bn/gamma 128 0.00049 0.00049 -
  block_7/conv 589824 2.25 0.07031 -
    block_7/conv/kernel 589824 2.25 0.07031 -
block_8 295424 1.12695 0.03711 28.90138
  block_8/bn 512 0.00195 0.00195 -
    block_8/bn/beta 256 0.00098 0.00098 -
    block_8/bn/gamma 256 0.00098 0.00098 -
  block_8/conv 294912 1.125 0.03516 -
    block_8/conv/kernel 294912 1.125 0.03516 -
block_9 2359808 9.00195 0.2832 231.21101
  block_9/bn 512 0.00195 0.00195 -
    block_9/bn/beta 256 0.00098 0.00098 -
    block_9/bn/gamma 256 0.00098 0.00098 -
  block_9/conv 2359296 9.0 0.28125 -
    block_9/conv/kernel 2359296 9.0 0.28125 -
block_10 295168 1.12598 0.03613 28.90138
  block_10/bn 256 0.00098 0.00098 -
    block_10/bn/beta 128 0.00049 0.00049 -
    block_10/bn/gamma 128 0.00049 0.00049 -
  block_10/conv 294912 1.125 0.03516 -
    block_10/conv/kernel 294912 1.125 0.03516 -
block_11 295424 1.12695 0.03711 28.90138
  block_11/bn 512 0.00195 0.00195 -
    block_11/bn/beta 256 0.00098 0.00098 -
    block_11/bn/gamma 256 0.00098 0.00098 -
  block_11/conv 294912 1.125 0.03516 -
    block_11/conv/kernel 294912 1.125 0.03516 -
block_12 295168 1.12598 0.03613 28.90138
  block_12/bn 256 0.00098 0.00098 -
    block_12/bn/beta 128 0.00049 0.00049 -
    block_12/bn/gamma 128 0.00049 0.00049 -
  block_12/conv 294912 1.125 0.03516 -
    block_12/conv/kernel 294912 1.125 0.03516 -
block_13 295424 1.12695 0.03711 28.90138
  block_13/bn 512 0.00195 0.00195 -
    block_13/bn/beta 256 0.00098 0.00098 -
    block_13/bn/gamma 256 0.00098 0.00098 -
  block_13/conv 294912 1.125 0.03516 -
    block_13/conv/kernel 294912 1.125 0.03516 -
block_last 7710 0.02941 0.00103 0.75411
  block_last/bias 30 0.00011 0.00011 -
  block_last/kernel 7680 0.0293 0.00092 -