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cs.CV2026
PhenoEmbed: Self-Supervised Multispectral UAV Time-Series Embeddings for Individual Tree Crown Phenology
Taimur Khan
Tree crowns are a challenging target for resilient AI because they are not static objects: their spectral response, internal texture, translucency, and apparent boundaries change s…
cs.CV2026
FSKD: Monocular Forest Structure Inference via LiDAR-to-RGBI Knowledge Distillation
Taimur Khan, Hannes Feilhauer, Muhammad Jazib Zafar
Very High Resolution (VHR) forest structure data at individual-tree scale is essential for carbon, biodiversity, and ecosystem monitoring. Still, airborne LiDAR remains costly and…
cs.CV2025
Forecasting Smog Events Using ConvLSTM: A Spatio-Temporal Approach for Aerosol Index Prediction in South Asia
Taimur Khan
The South Asian Smog refers to the recurring annual air pollution events marked by high contaminant levels, reduced visibility, and significant socio-economic impacts, primarily af…