Deepu Raveendran
I am a researcher in computer vision and deep learning. I have more than 10 years of experiance in Deep Learning and Machine Learning models. I am currently working as Senior Chief Engineer at Samsung R&D. My current research area is focussed on developing accurate video instance segmentation and high quality image matting.
I have strong mathematical foundations on generative models such as VAE, GAN and Diffusion models. Currently my research area is focussed on intersection of large vision based generative models and multimodal machine learning. My research focus extends to Explainable AI, Trustworthy AI, Uncertainity Estimation and Domain Adaptation. I have hands on experaince in Continual AI technique such as LoRA (Low Rank Adaptation), few shot learning, meta learning etc. In the past I have worked image similarity estimation using state of the art metric learning technique such as Multi Head Siamese network.