1..................The trained models submitted for DCASE-2021 Task 1A! Detailed description is given below:
Singh_IITMandi_task1a_1
Name | Param NZ Param | Size NZ Size
--------------------------- | --------- --------- | --------------------------- ---------------------------
conv2d_1 | 800 800 | 1.562 KB 1.562 KB
batch_normalization_1 | 64 64 | 128 bytes 128 bytes
activation_1 | 0 0 | 0 bytes 0 bytes
conv2d_2 | 6280 6280 | 12.27 KB 12.27 KB
batch_normalization_2 | 32 32 | 64 bytes 64 bytes
activation_2 | 0 0 | 0 bytes 0 bytes
max_pooling2d_1 | 0 0 | 0 bytes 0 bytes
dropout_1 | 0 0 | 0 bytes 0 bytes
conv2d_3 | 6288 6288 | 12.28 KB 12.28 KB
batch_normalization_3 | 64 64 | 128 bytes 128 bytes
activation_3 | 0 0 | 0 bytes 0 bytes
max_pooling2d_2 | 0 0 | 0 bytes 0 bytes
dropout_2 | 0 0 | 0 bytes 0 bytes
flatten_1 | 0 0 | 0 bytes 0 bytes
dense_1 | 1056 1056 | 2.062 KB 2.062 KB
dropout_3 | 0 0 | 0 bytes 0 bytes
dense_2 | 330 330 | 660 bytes 660 bytes
--------------------------- | --------- --------- | --------------------------- ---------------------------
Total | 14754 14754 | 29,508 bytes (28.82 KB) 29,508 bytes (28.82 KB)
Singh_IITMandi_task1a_2
Name | Param NZ Param | Size NZ Size
--------------------------- | --------- --------- | --------------------------- ---------------------------
conv2d_1 | 800 800 | 1.562 KB 1.562 KB
batch_normalization_1 | 64 64 | 128 bytes 128 bytes
activation_1 | 0 0 | 0 bytes 0 bytes
conv2d_2 | 6280 6280 | 12.27 KB 12.27 KB
batch_normalization_2 | 32 32 | 64 bytes 64 bytes
activation_2 | 0 0 | 0 bytes 0 bytes
max_pooling2d_1 | 0 0 | 0 bytes 0 bytes
dropout_1 | 0 0 | 0 bytes 0 bytes
conv2d_3 | 12576 12576 | 24.56 KB 24.56 KB
batch_normalization_3 | 128 128 | 256 bytes 256 bytes
activation_3 | 0 0 | 0 bytes 0 bytes
max_pooling2d_2 | 0 0 | 0 bytes 0 bytes
dropout_2 | 0 0 | 0 bytes 0 bytes
flatten_1 | 0 0 | 0 bytes 0 bytes
dense_1 | 6500 6500 | 12.7 KB 12.7 KB
dropout_3 | 0 0 | 0 bytes 0 bytes
dense_2 | 1010 1010 | 1.973 KB 1.973 KB
--------------------------- | --------- --------- | --------------------------- ---------------------------
Total | 27166 27166 | 54,332 bytes (53.06 KB) 54,332 bytes (53.06 KB)
Singh_IITMandi_task1a_3
Name | Param NZ Param | Size NZ Size
--------------------------- | --------- --------- | --------------------------- ---------------------------
conv2d_4 | 800 800 | 1.562 KB 1.562 KB
batch_normalization_4 | 64 64 | 128 bytes 128 bytes
activation_4 | 0 0 | 0 bytes 0 bytes
conv2d_5 | 12560 12560 | 24.53 KB 24.53 KB
batch_normalization_5 | 64 64 | 128 bytes 128 bytes
activation_5 | 0 0 | 0 bytes 0 bytes
max_pooling2d_3 | 0 0 | 0 bytes 0 bytes
dropout_4 | 0 0 | 0 bytes 0 bytes
conv2d_6 | 18840 18840 | 36.8 KB 36.8 KB
batch_normalization_6 | 96 96 | 192 bytes 192 bytes
activation_6 | 0 0 | 0 bytes 0 bytes
max_pooling2d_4 | 0 0 | 0 bytes 0 bytes
dropout_5 | 0 0 | 0 bytes 0 bytes
flatten_2 | 0 0 | 0 bytes 0 bytes
dense_3 | 4900 4900 | 9.57 KB 9.57 KB
dropout_6 | 0 0 | 0 bytes 0 bytes
dense_4 | 1010 1010 | 1.973 KB 1.973 KB
--------------------------- | --------- --------- | --------------------------- ---------------------------
Total | 38110 38110 | 76,220 bytes (74.43 KB) 76,220 bytes (74.43 KB)
Singh_IITMandi_task1a_4
Name | Param NZ Param | Size NZ Size
--------------------------- | --------- --------- | --------------------------- ---------------------------
conv2d_1 | 800 800 | 1.562 KB 1.562 KB
batch_normalization_1 | 64 64 | 128 bytes 128 bytes
activation_1 | 0 0 | 0 bytes 0 bytes
conv2d_2 | 9420 9420 | 18.4 KB 18.4 KB
batch_normalization_2 | 48 48 | 96 bytes 96 bytes
activation_2 | 0 0 | 0 bytes 0 bytes
max_pooling2d_1 | 0 0 | 0 bytes 0 bytes
dropout_1 | 0 0 | 0 bytes 0 bytes
conv2d_3 | 18848 18848 | 36.81 KB 36.81 KB
batch_normalization_3 | 128 128 | 256 bytes 256 bytes
activation_3 | 0 0 | 0 bytes 0 bytes
max_pooling2d_2 | 0 0 | 0 bytes 0 bytes
dropout_2 | 0 0 | 0 bytes 0 bytes
flatten_1 | 0 0 | 0 bytes 0 bytes
dense_1 | 6500 6500 | 12.7 KB 12.7 KB
dropout_3 | 0 0 | 0 bytes 0 bytes
dense_2 | 1010 1010 | 1.973 KB 1.973 KB
--------------------------- | --------- --------- | --------------------------- ---------------------------
Total | 36578 36578 | 73,156 bytes (71.44 KB) 73,156 bytes (71.44 KB)
2..............Codes for pruning, finetning, quantization and testing.