Fitsum A Reda

Title: Innovations of Fitsum A Reda

Introduction

Fitsum A Reda is an accomplished inventor based in Santa Clara, CA. He has made significant contributions to the field of image processing and neural networks. With a total of 2 patents, his work focuses on advanced techniques for image in-painting and texture synthesis.

Latest Patents

One of his latest patents is titled "Image in-painting for irregular holes using partial convolutions." This patent discloses a neural network architecture designed for performing image in-painting using partial convolution operations. The neural network processes an image along with a corresponding mask that identifies holes in the image. The mask is utilized by the partial convolution operation to zero out coefficients of the convolution kernel that correspond to invalid pixel data for the holes. The mask is updated after each partial convolution operation in the encoder section of the neural network. In one embodiment, the neural network is implemented using an encoder-decoder framework with skip links to forward representations of features at different sections of the encoder to corresponding sections of the decoder.

Another notable patent involves "Techniques to use a neural network to expand an image." This patent describes apparatuses, systems, and techniques for texture synthesis from small input textures in images using convolutional neural networks. In at least one embodiment, one or more convolutional layers are employed in conjunction with transposed convolution operations to generate a large textured output image from a small input textured image while preserving global features and texture.

Career Highlights

Fitsum A Reda is currently employed at Nvidia Corporation, a leading company in graphics processing technology. His work at Nvidia has allowed him to explore innovative solutions in the realm of artificial intelligence and image processing.

Collaborations

He has collaborated with notable coworkers such as Guilin Liu and Andrew J Tao, contributing to the advancement of technology in their respective fields.

Conclusion

Fitsum A Reda's contributions to image processing and neural networks highlight his innovative spirit and dedication to advancing technology. His patents reflect a deep understanding of complex algorithms and their applications in real-world scenarios.