Search Results for author: Dmitry Kalenichenko

Found 5 papers, 5 papers with code

MnasFPN: Learning Latency-aware Pyramid Architecture for Object Detection on Mobile Devices

2 code implementations CVPR 2020 Bo Chen, Golnaz Ghiasi, Hanxiao Liu, Tsung-Yi Lin, Dmitry Kalenichenko, Hartwig Adams, Quoc V. Le

We propose MnasFPN, a mobile-friendly search space for the detection head, and combine it with latency-aware architecture search to produce efficient object detection models.

object-detection Object Detection

Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference

22 code implementations CVPR 2018 Benoit Jacob, Skirmantas Kligys, Bo Chen, Menglong Zhu, Matthew Tang, Andrew Howard, Hartwig Adam, Dmitry Kalenichenko

The rising popularity of intelligent mobile devices and the daunting computational cost of deep learning-based models call for efficient and accurate on-device inference schemes.

General Classification Quantization

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