In this study, we propose a novel lightweight model specifically for reliable traffic perception in low-light conditions, utilizing an encoder-decoder architecture. The proposed framework begins with ...

A basic usage example is available in test.php. I suggest you run this script before you use the library for any other project, because this script acts as a sort of "requirements test" for your ...

Conv2DTranspose layer (32 filters, 3×3 kernel, stride=2, ReLU activation, same padding) Final Conv2D layer (1 filter, 3×3 kernel, sigmoid activation, same padding) The decoder reconstructs the image ...