Research in different fields:
Mathematical/Machine Learning/Signal Processing research consists in designing new modeling tools for several applications. Thus, the proofs are more fundamental than the experimental validations.
Computer Vision research consist in designing new methods for computer vision applications. Thus, the experimental validation are more fundamental than the proofs.
To propose new advances in computer vision research, the best is to follow research in mathematical/machine learning/signal processing concepts.