Search Results for author: Ye Xia

Found 3 papers, 3 papers with code

Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision

2 code implementations11 Feb 2021 Chao Jia, Yinfei Yang, Ye Xia, Yi-Ting Chen, Zarana Parekh, Hieu Pham, Quoc V. Le, YunHsuan Sung, Zhen Li, Tom Duerig

In this paper, we leverage a noisy dataset of over one billion image alt-text pairs, obtained without expensive filtering or post-processing steps in the Conceptual Captions dataset.

 Ranked #1 on Image Classification on VTAB-1k (using extra training data)

Cross-Modal Retrieval Fine-Grained Image Classification +4

Periphery-Fovea Multi-Resolution Driving Model guided by Human Attention

1 code implementation24 Mar 2019 Ye Xia, Jinkyu Kim, John Canny, Karl Zipser, David Whitney

Inspired by human vision, we propose a new periphery-fovea multi-resolution driving model that predicts vehicle speed from dash camera videos.

Predicting Driver Attention in Critical Situations

1 code implementation17 Nov 2017 Ye Xia, Danqing Zhang, Jinkyu Kim, Ken Nakayama, Karl Zipser, David Whitney

Because critical driving moments are so rare, collecting enough data for these situations is difficult with the conventional in-car data collection protocol---tracking eye movements during driving.

Autonomous Driving Driver Attention Monitoring

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