JahnaviBhansali/DSCNN

keyword_spotting/ds_cnn_large/model_package_tf/model_archive/TFLite/tflite_int8

Description

This is a fully quantized int8 version of the DS-CNN Large model developed by Arm, from the Hello Edge paper.

License

Apache-2.0

Network Information

Network Information	Value
Framework	TensorFlow Lite
Datatype	int8
SHA-1 Hash	504f8e7bfa5c0f15c5475e5d08637b3b8aad0972
Size (Bytes)	503816
Provenance	https://arxiv.org/abs/1711.07128
Training	Trained by Arm
Paper	https://arxiv.org/abs/1711.07128

DataSet

Dataset Information	Value
Name	Google Speech Commands test set

Accuracy

Metric	Value
Accuracy	94.52%

HW Support

HW Support	Value
Cortex-A	:heavy_check_mark:
Cortex-M	:heavy_check_mark: HERO
Mali GPU	:heavy_check_mark:
Ethos U	:heavy_check_mark:

Key

• :heavy_check_mark: - Will run on this platform.
• :heavy_multiplication_x: - Will not run on this platform.

Network Quality

Network Quality	Value
Recreate	:heavy_check_mark:
Quality level	Hero
Vanilla	:heavy_check_mark:
Clustered	:heavy_multiplication_x:
Pruned	:heavy_multiplication_x:
Quantization - default	:heavy_multiplication_x:
Quantization - full	:heavy_check_mark:

Network Inputs

Input Node Name	Shape	Type	Example Path	Example Type	Example Shape	Example Use Case
input	(1, 490)	int8	models/keyword_spotting/ds_cnn_large/model_package_tf/model_archive/TFLite/tflite_int8/testing_input/input	int8	[1, 490]	The input is a processed MFCCs

Network Outputs

Output Node Name	Shape	Type	Example Path	Example Type	Example Shape	Example Use Case
Identity	(1, 12)	int8	models/keyword_spotting/ds_cnn_large/model_package_tf/model_archive/TFLite/tflite_int8/testing_output/Identity	int8	[1, 12]	The probability on 12 keywords