Author

Neeraj Goel

3 papers indexed here

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Review Oct 2026

A Data-Centric Review of Plant Disease Datasets: Taxonomy, Critical Analysis, Environmental Variability, and Implications for Precision Agriculture

Despite rapid advances in artificial intelligence, reliable real-world plant disease detection remains a persistent challenge. Visual and deep learning approaches have shown promising results, but their deployment under field conditions remains limited. A key bottleneck is the reliance on laboratory-generated datasets...

Aamir Hilal, S. Sofi, Neeraj Goel · 0 citations

2026

DnCAT: Learning Residual Denoising and Channel Attention for Accurate RGB-to-HSI Reconstruction

Hyperspectral imaging (HSI) has shown great potential in areas ranging from remote sensing to medical imaging due to its ability to capture detailed spectral information across hundreds of bands. However, direct HSI acquisition remains costly and challenging. In contrast, RGB imaging is inexpensive but limited to three...

S. Barda, Neeraj Goel · IEEE Transactions on Computa... · 0 citations

2026

Multiscale Spectral–Temporal Fusion Network for Crop Mapping Using Sentinel-2 Time-Series Image

Satellite image time series (SITS) from Sentinel-2 provide valuable temporal information for crop-type mapping. However, most existing approaches model crop phenology at a single temporal scale and may miss complementary short-term, seasonal, and annual dynamics. To address this limitation, this letter proposes a multi...

Wegderes Tariku Olani, Neeraj Goel · IEEE Geoscience and Remote S... · 0 citations