4 papers
MsEdF: A Multi-stream Encoder-decoder Framework for Remote Sensing Image Captioning
Swadhin Das, Raksha Sharma
Remote sensing images contain complex spatial patterns and semantic structures, which makes the captioning model difficult to accurately describe. Encoder-decoder architectures hav…
Good Representation, Better Explanation: Role of Convolutional Neural Networks in Transformer-Based Remote Sensing Image Captioning
Swadhin Das, Saarthak Gupta, Kamal Kumar +1
Remote Sensing Image Captioning (RSIC) is the process of generating meaningful descriptions from remote sensing images. Recently, it has gained significant attention, with encoder-…
A Novel Lightweight Transformer with Edge-Aware Fusion for Remote Sensing Image Captioning
Swadhin Das, Divyansh Mundra, Priyanshu Dayal +1
Transformer-based models have achieved strong performance in remote sensing image captioning by capturing long-range dependencies and contextual information. However, their practic…
A TextGCN-Based Decoding Approach for Improving Remote Sensing Image Captioning
Swadhin Das, Raksha Sharma
Remote sensing images are highly valued for their ability to address complex real-world issues such as risk management, security, and meteorology. However, manually captioning thes…