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Tiantong Guo

Researcher at Pennsylvania State University

Publications -  32
Citations -  2018

Tiantong Guo is an academic researcher from Pennsylvania State University. The author has contributed to research in topics: Deep learning & Convolutional neural network. The author has an hindex of 13, co-authored 32 publications receiving 1312 citations. Previous affiliations of Tiantong Guo include Politehnica University of Timișoara.

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Proceedings ArticleDOI

NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results

Radu Timofte, +76 more
TL;DR: This paper reviews the first challenge on single image super-resolution (restoration of rich details in an low resolution image) with focus on proposed solutions and results and gauges the state-of-the-art in single imagesuper-resolution.
Proceedings ArticleDOI

Deep Wavelet Prediction for Image Super-Resolution

TL;DR: This work designs a deep CNN to predict the "missing details" of wavelet coefficients of the low-resolution images to obtain the Super-Resolution (SR) results, which it shows is computationally simpler and yet produces competitive and often better results than state-of-the-art alternatives.
Journal ArticleDOI

Prior Information Guided Regularized Deep Learning for Cell Nucleus Detection

TL;DR: New network structures that can incorporate “expected behavior” of nucleus shapes via two components: learnable layers that perform the nucleus detection and a fixed processing part that guides the learning with prior information are presented.
Proceedings ArticleDOI

Dense Scene Information Estimation Network for Dehazing

TL;DR: Two novel network architectures, denoted as At-DH and AtJ-DH, which can outperform state-of-the-art alternatives, especially when recovering images corrupted by dense haze are demonstrated.