publications

2021

  1. AV
    FairMOT : Multi-Object Tracking.
    R Sai Venkatesh,

    In Analytics Vidhya 2021.

    Code Link

2020

  1. MIKE
    GlosysIC Framework: Transformer for Image Captioning with Sequential Attention.
    Srinivasan Thanukrishnan, R Sai Venkatesh, and Vijay Vignesh Prasad Rao

    In Lecture Notes in Computer Science, Springer 2020.

    Code Link
    Over the past decade, the field of Image captioning has witnessed a lot of intensive research interests. This paper proposes “GlosysIC Framework: Transformer for Image Captioning with Sequential Attention” to build a novel framework that harnesses the combination of Convolutional Neural Network (CNN) to encode image and transformer to generate sentences. Compared to the existing image captioning approaches, GlosysIC framework serializes the Multi head attention modules with the image representations. Furthermore, we present GlosysIC architectural framework encompassing multiple CNN architectures and attention based transformer for generating effective descriptions of images. The proposed system was exhaustively trained on the benchmark MSCOCO image captioning dataset using RTX 2060 GPU and V100 GPU from Google Cloud Platform in terms of PyTorch Deep Learning library. Experimental results illustrate that GlosysIC significantly outperforms the previous state-of-the-art models.
  2. AV
    Faster R-CNN : Object Detection.
    R Sai Venkatesh,

    In Analytics Vidhya 2020.

    Code Link