123 citations · 362 across the 17 of their papers we have counts for
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cs.CV2019
Hidden State Guidance: Improving Image Captioning using An Image Conditioned Autoencoder
Jialin Wu, Raymond J. Mooney
Most RNN-based image captioning models receive supervision on the output words to mimic human captions. Therefore, the hidden states can only receive noisy gradient signals via lay…
cs.CV2019★ 6 cited
Generating Question Relevant Captions to Aid Visual Question Answering
Jialin Wu, Zeyuan Hu, Raymond J. Mooney
Visual question answering (VQA) and image captioning require a shared body of general knowledge connecting language and vision. We present a novel approach to improve VQA performan…
cs.CV2019★ 123 cited
Self-Critical Reasoning for Robust Visual Question Answering
Jialin Wu, Raymond J. Mooney
Visual Question Answering (VQA) deep-learning systems tend to capture superficial statistical correlations in the training data because of strong language priors and fail to genera…