Transforming remote sensing images to textual descriptions

•Generating description of remote sensing images gained much attention in recent past.•An image description generation model utilizing multi-scale residual network coupled with transformer architecture augmented by topic modelling.•Model evaluation on state-of-the-art datasets shows promising performance.