Presented how to extend its architecture to form Dilated Pyramidal Residual Network (DPRN), for this long-standing research topic and evaluate it on the problems of automatic speech recognition and optical character recognition. Together, they formed a multi-modal video retrieval framework for Vietnamese Broadcast News. Experiments were conducted on caption images and speech frames extracted from VTV broadcast videos. Results showed that DPRN was not only end-to-end trainable but also performed well in sequence recognition tasks. | Multi-modal video retrieval using Dilated Pyramidal Residual network