123 citations · 362 across the 17 of their papers we have counts for
4 papers · 1 filter
Image Score: How to Select Useful Samples
Simiao Zuo, Jialin Wu
There has long been debates on how we could interpret neural networks and understand the decisions our models make. Specifically, why deep neural networks tend to be error-prone wh…
Faithful Multimodal Explanation for Visual Question Answering
Jialin Wu, Raymond J. Mooney
AI systems' ability to explain their reasoning is critical to their utility and trustworthiness. Deep neural networks have enabled significant progress on many challenging problems…
Joint Image Captioning and Question Answering
Jialin Wu, Zeyuan Hu, Raymond J. Mooney
Answering visual questions need acquire daily common knowledge and model the semantic connection among different parts in images, which is too difficult for VQA systems to learn fr…
Dynamic Filtering with Large Sampling Field for ConvNets
Jialin Wu, Dai Li, Yu Yang +2
We propose a dynamic filtering strategy with large sampling field for ConvNets (LS-DFN), where the position-specific kernels learn from not only the identical position but also mul…