Aryan Singh

Performed complex image processing on over 500 RGB images captured after 15, 30, 45, and 60 days of specific NPK nutritional deficiency under Prof Dillip Kumar Swain

Research Project - Early Detection of Nutrient Deficiency in Crop Plants - IIT Kharagpur - IIT Kharagpur

(2026-04)

Performed complex image processing on over 500 RGB images captured after 15, 30, 45, and 60 days of specific NPK nutritional deficiency under Prof Dillip Kumar Swain

• Compiled a highly detailed CSV file, organizing image location, date, treatment ID, and labels for improved data management and analysis
• Employed transfer learning with a pre-trained EfficientNet model, adjusting the final classification layer for four distinct classes
• Applied the AdamW optimizer and weighted Cross-Entropy Loss to solve class imbalances, achieving an overall accuracy of 63.33%

B.TECH - Mechanical Engineering with Aerospace Engineering (Double Major) - IIT Kharagpur (2028)

AISSCE - Dr. Lokman Das Public School (2024)

AISSE - Dr. Lokman Das Public School (2022)