36 citations · 164 across the 26 of their papers we have counts for
4 papers · 1 filter
On Numerosity of Deep Neural Networks
Xi Zhang, Xiaolin Wu
Recently, a provocative claim was published that number sense spontaneously emerges in a deep neural network trained merely for visual object recognition. This has, if true, far re…
Ultra High Fidelity Image Compression with -constrained Encoding and Deep Decoding
Xi Zhang, Xiaolin Wu
In many professional fields, such as medicine, remote sensing and sciences, users often demand image compression methods to be mathematically lossless. But lossless image coding ha…
Lossless Compression of Mosaic Images with Convolutional Neural Network Prediction
Seyed Mehdi Ayyoubzadeh, Xiaolin Wu
We present a CNN-based predictive lossless compression scheme for raw color mosaic images of digital cameras. This specialized application problem was previously understudied but i…
Adaptive Loss Function for Super Resolution Neural Networks Using Convex Optimization Techniques
Seyed Mehdi Ayyoubzadeh, Xiaolin Wu
Single Image Super-Resolution (SISR) task refers to learn a mapping from low-resolution images to the corresponding high-resolution ones. This task is known to be extremely difficu…