The goal of the thesis is to explore and compare existing methods of novel view synthesis and mesh extraction utilizing 3D Radiance Fields. The thesis will first describe the challenges of novel view synthesis and mesh extraction in scenes with transparent objects. The focus will be on investigation of the utility of recent Radiance Fields-based methods in such scenes. The thesis will describe the shortcomings of the existing methods, and will propose their possible improvements in the context of transparent objects. The newly proposed solution will form the core part of the thesis.