Search Results for author: Jia Huei Tan

Found 4 papers, 4 papers with code

ACORT: A Compact Object Relation Transformer for Parameter Efficient Image Captioning

1 code implementation11 Feb 2022 Jia Huei Tan, Ying Hua Tan, Chee Seng Chan, Joon Huang Chuah

Recent research that applies Transformer-based architectures to image captioning has resulted in state-of-the-art image captioning performance, capitalising on the success of Transformers on natural language tasks.

Image Captioning Relation

End-to-End Supermask Pruning: Learning to Prune Image Captioning Models

1 code implementation7 Oct 2021 Jia Huei Tan, Chee Seng Chan, Joon Huang Chuah

With the advancement of deep models, research work on image captioning has led to a remarkable gain in raw performance over the last decade, along with increasing model complexity and computational cost.

Decoder Image Captioning

Image Captioning with Sparse Recurrent Neural Network

1 code implementation28 Aug 2019 Jia Huei Tan, Chee Seng Chan, Joon Huang Chuah

Recurrent Neural Network (RNN) has been widely used to tackle a wide variety of language generation problems and are capable of attaining state-of-the-art (SOTA) performance.

Image Captioning Text Generation

COMIC: Towards A Compact Image Captioning Model with Attention

2 code implementations4 Mar 2019 Jia Huei Tan, Chee Seng Chan, Joon Huang Chuah

This is because the size of word and output embedding matrices grow proportionally with the size of vocabulary, adversely affecting the compactness of these networks.

Decoder Image Captioning

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