This paper describes the team (“ODI-ANLP”)’s submission to WAT 2020. We have participated in the English→HindiMultimodal task and Indic task. We have used the state-of-the-art Transformer model for the translation task and Incep-tionResNetV2 for the Hindi Image Captioning task. Our submission tops in English→Hindi Multimodal task in its track and Odia↔English translation tasks. Also, our submissions performed well in the Indic Multilingual tasks.