4 papers
DMFNet: Dual-Backbone Multiscale Fusion Network for Urban Scene Classification
Anamitra Ghosh, Abhiroop Chatterjee, Susmita Ghosh
This article presents DMFNet, a dual-backbone multiscale feature fusion framework with residual feature propagation and spatial attention for remote sensing scene classification. E…
Improved Knowledge Distillation for Land-Use Image Classification
Arundhuti Sur, Abhiroop Chatterjee, Susmita Ghosh +1
In the present article, an improved Knowledge Distillation (KD) framework has been proposed for efficient compression of deep convolutional neural networks for land-use image class…
Revisiting Aerial Scene Classification on the AID Benchmark
Subhajeet Das, Susmita Ghosh, Abhiroop Chatterjee
Aerial images play a vital role in urban planning and environmental preservation, as they consist of various structures, representing different types of buildings, forests, mountai…
Learning Hyperspectral Images with Curated Text Prompts for Efficient Multimodal Alignment
Abhiroop Chatterjee, Susmita Ghosh
As data requirements continue to grow, efficient learning increasingly depends on the curation and distillation of high-value data rather than brute-force scaling of model sizes. I…