BMPQ: Bit-Gradient Sensitivity-Driven Mixed-Precision Quantization of DNNs from Scratch.
Souvik KunduShikai WangQirui SunPeter A. BeerelMassoud PedramPublished in: DATE (2022)
Keyphrases
- uniform quantization
- high precision
- data driven
- successive approximation
- adaptive quantization
- precision and recall
- sensitivity analysis
- edge detection
- high sensitivity
- high recall
- gradient method
- subband
- computational complexity
- quantization error
- average precision
- pattern matching
- lookup table
- absolute difference
- quantization scheme
- image compression