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 | - |