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Zhitao Gong

2 accepted papers

2022

Flamingo: a Visual Language Model for Few-Shot Learning

NeurIPS 2022accept

Building models that can be rapidly adapted to novel tasks using only a handful of annotated examples is an open challenge for multimodal machine learning research. We introduce Flamingo, a family of Visual Language Models (VLM) with this ability. We propose key architectural innovations to: (i) bri…

Cited by 4376SourcePDFScholar
2019

Strike (With) a Pose: Neural Networks Are Easily Fooled by Strange Poses of Familiar Objects

CVPR 2019poster

Despite excellent performance on stationary test sets, deep neural networks (DNNs) can fail to generalize to out-of-distribution (OoD) inputs, including natural, non-adversarial ones, which are common in real-world settings. In this paper, we present a framework for discovering DNN failures that har…

Cited by 392PDFcodeScholar