Academic Papers in Production Code
Discover where major open-source projects reference and implement ideas from academic research papers.
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View allColor image quantization for frame buffer display
Algorithms for adaptive, tapered quantization of color images are described. The research is motivated by the desire to display high-quality reproduct...
Image Super-Resolution Using Deep Convolutional Networks
We propose a deep learning method for single image super-resolution (SR). Our method directly learns an end-to-end mapping between the low/high-resolu...
A guide to convolution arithmetic for deep learning
We introduce a guide to help deep learning practitioners understand and manipulate convolutional neural network architectures. The guide clarifies the...
Fast Algorithms for Convolutional Neural Networks
Deep convolutional neural networks take GPU days of compute time to train on large data sets. Pedestrian detection for self driving cars requires very...