LmSegnetV1QuantizeΒΆ

  • Image size: {height: 360, width: 480}

  • Number of class: 11

Name Param Size (MB) 1 bits Quant Size (MB) FLOPs (m)
total 2559486 9.76366 0.31602 23442.7392
conv_pre 40 0.00015 6e-05 8.2944
  conv_pre/BatchNorm 16 6e-05 6e-05 -
    conv_pre/BatchNorm/beta 8 3e-05 3e-05 -
    conv_pre/BatchNorm/gamma 8 3e-05 3e-05 -
  conv_pre/conv2d 24 9e-05 0.0 -
    conv_pre/conv2d/kernel 24 9e-05 0.0 -
conv1 544 0.00208 0.00018 44.2368
  conv1/BatchNorm 32 0.00012 0.00012 -
    conv1/BatchNorm/beta 16 6e-05 6e-05 -
    conv1/BatchNorm/gamma 16 6e-05 6e-05 -
  conv1/conv2d 512 0.00195 6e-05 -
    conv1/conv2d/kernel 512 0.00195 6e-05 -
conv2 36992 0.14111 0.00488 796.2624
  conv2/BatchNorm 128 0.00049 0.00049 -
    conv2/BatchNorm/beta 64 0.00024 0.00024 -
    conv2/BatchNorm/gamma 64 0.00024 0.00024 -
  conv2/conv2d 36864 0.14062 0.00439 -
    conv2/conv2d/kernel 36864 0.14062 0.00439 -
conv3 36992 0.14111 0.00488 796.2624
  conv3/BatchNorm 128 0.00049 0.00049 -
    conv3/BatchNorm/beta 64 0.00024 0.00024 -
    conv3/BatchNorm/gamma 64 0.00024 0.00024 -
  conv3/conv2d 36864 0.14062 0.00439 -
    conv3/conv2d/kernel 36864 0.14062 0.00439 -
conv4 590336 2.25195 0.07227 3185.0496
  conv4/BatchNorm 512 0.00195 0.00195 -
    conv4/BatchNorm/beta 256 0.00098 0.00098 -
    conv4/BatchNorm/gamma 256 0.00098 0.00098 -
  conv4/conv2d 589824 2.25 0.07031 -
    conv4/conv2d/kernel 589824 2.25 0.07031 -
conv5 590336 2.25195 0.07227 3185.0496
  conv5/BatchNorm 512 0.00195 0.00195 -
    conv5/BatchNorm/beta 256 0.00098 0.00098 -
    conv5/BatchNorm/gamma 256 0.00098 0.00098 -
  conv5/conv2d 589824 2.25 0.07031 -
    conv5/conv2d/kernel 589824 2.25 0.07031 -
conv6 590336 2.25195 0.07227 3185.0496
  conv6/BatchNorm 512 0.00195 0.00195 -
    conv6/BatchNorm/beta 256 0.00098 0.00098 -
    conv6/BatchNorm/gamma 256 0.00098 0.00098 -
  conv6/conv2d 589824 2.25 0.07031 -
    conv6/conv2d/kernel 589824 2.25 0.07031 -
conv7 590336 2.25195 0.07227 3185.0496
  conv7/BatchNorm 512 0.00195 0.00195 -
    conv7/BatchNorm/beta 256 0.00098 0.00098 -
    conv7/BatchNorm/gamma 256 0.00098 0.00098 -
  conv7/conv2d 589824 2.25 0.07031 -
    conv7/conv2d/kernel 589824 2.25 0.07031 -
conv8 73984 0.28223 0.00977 1592.5248
  conv8/BatchNorm 256 0.00098 0.00098 -
    conv8/BatchNorm/beta 128 0.00049 0.00049 -
    conv8/BatchNorm/gamma 128 0.00049 0.00049 -
  conv8/conv2d 73728 0.28125 0.00879 -
    conv8/conv2d/kernel 73728 0.28125 0.00879 -
conv9 37120 0.1416 0.00537 3185.0496
  conv9/BatchNorm 256 0.00098 0.00098 -
    conv9/BatchNorm/beta 128 0.00049 0.00049 -
    conv9/BatchNorm/gamma 128 0.00049 0.00049 -
  conv9/conv2d 36864 0.14062 0.00439 -
    conv9/conv2d/kernel 36864 0.14062 0.00439 -
conv10 9280 0.0354 0.00134 3185.0496
  conv10/BatchNorm 64 0.00024 0.00024 -
    conv10/BatchNorm/beta 32 0.00012 0.00012 -
    conv10/BatchNorm/gamma 32 0.00012 0.00012 -
  conv10/conv2d 9216 0.03516 0.0011 -
    conv10/conv2d/kernel 9216 0.03516 0.0011 -
conv11 3190 0.01217 0.00046 1094.8608
  conv11/BatchNorm 22 8e-05 8e-05 -
    conv11/BatchNorm/beta 11 4e-05 4e-05 -
    conv11/BatchNorm/gamma 11 4e-05 4e-05 -
  conv11/conv2d 3168 0.01208 0.00038 -
    conv11/conv2d/kernel 3168 0.01208 0.00038 -