Title: AI-Based Image Analysis for Quality Assessment of Multiple Grain Crops

Authors: Dhritiman Saha; Rahul Aggarwal; Ranjeet Singh; Nachiket Kotwaliwale

Affiliations: Dhritiman Saha — ICAR-CIPHET Ludhiana (corresponding author); Rahul Aggarwal — Osaw Industrial Products Pvt. Ltd (Indosaw), Ambala; Ranjeet Singh — ICAR-CIPHET Ludhiana; Nachiket Kotwaliwale — ICAR-CIPHET Ludhiana

Title: A Low-Cost, Calibration-Driven, Single-Camera Framework for Monitoring and Multi-Plant Canopy Area Estimation in Hydroponics: Demonstrated on Spinach

Authors: Shagun Kumar; Himanshu; Tushar Jain

Affiliations: Shagun Kumar — MIC Lab, School of Computing and Electrical Engineering, IIT Mandi, 175005, H.P.

Title: Real-Time Multi-Task Coconut Plantation Monitoring Using UAVs and Deep Learning

Authors: Nepoleon Keisham; V. M. Thirukkumaran; Nithyapriya; Siva Hari Raj; Arige Sumanth; Sreehari Veeramachineni

Affiliations: Nepoleon Keisham — Sri Sivasubramaniya Nadar College of Engineering; V. M. Thirukkumaran — Sri Sivasubramaniya Nadar College of Engineering; Nithyapriya — Sri Sivasubramaniya Nadar College of Engineering; Siva Hari Raj — Sri Sivasubramaniya Nadar College of Engineering; Arige Sumanth — Sri Sivasubramaniya Nadar College of Engineering; Sreehari Veeramachineni — Shiv Nadar University Chennai

Title: Enhanced Agricultural Weed Segmentation Using YOLOv12 with Adaptive Spatial Feature Fusion

Authors: Sapna Nigam

Affiliations: Sapna Nigam — ICAR

Title: RootTwin-UQ: Physics-Guided, Uncertainty-Aware Soil-Moisture Forecasting with Sensor-Trust Fail-Safes for Rainfed Agriculture in Jharkhand

Authors: Dr. Purushottam Singh; Dr. Mohit Kumar

Affiliations: Dr. Purushottam Singh; Dr. Mohit Kumar — Amity University Jharkhand

Title: Attention-Enhanced YOLO Architectures for Detection of Brinjal Insect Pests and Diseases

Authors: Niranjan Singh; Meenakshi Malik; Devarmane Raghavendra; Prabhu Narayan Meena; Mohit Kumar; Niranjan Nayak; Hera Lal Yadav

Affiliations: Niranjan Singh; Meenakshi Malik; Devarmane Raghavendra; Prabhu Narayan Meena; Mohit Kumar; Niranjan Nayak; Hera Lal Yadav — ICAR-National Research Institute for Integrated Pest Management, New Delhi, 110068, India

Title: An Efficient Network with Knowledge Distillation and Bayesian Hyperparameter Optimization for Rice Disease and Insect-Pest Detection

Authors: Md Ashraful Haque; Harsh Sachan; Sudeep Marwaha; Chandan Kumar Deb; Anshu Bharadwaj; Shalini Kumari; Mrinmoy Ray

Affiliations: Harsh Sachan — ICAR-Indian Agricultural Statistics Research Institute, New Delhi

Title: An Efficient YOLO Architecture with MAS-module for Tomato Disease and Insect-Pest Identification

Authors: Md Ashraful Haque; Shalini Kumari; Harsh Sachan; Chandan Kumar Deb; Sudeep Marwaha; Mrinmoy Ray

Affiliations: Shalini Kumari — ICAR-Indian Agricultural Research Institute, New Delhi; Harsh Sachan — ICAR-Indian Agricultural Research Institute, New Delhi; Md Ashraful Haque — ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India (corresponding author); Chandan Kumar Deb — ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India; Sudeep Marwaha — Agro-Produce Processing Division, ICAR-Central Institute of Agricultural Engineering, Bhopal, India; Mrinmoy Ray — ICAR-Indian Agricultural Research Institute, New Delhi

Title: MD2Net: A Lightweight Deep Learning Model for Maize Disease Detection under Diverse Field Conditions

Authors: Sahil Pathak; Sujata Pal

Affiliations: Sahil Pathak; Sujata Pal — IIT Ropar

Title: Deep Learning-Based Plant Disease Detection and Severity Assessment Using Vision Transformer and YOLOv8

Authors: Hardik Telangore; Parikshit Sharma; Raj Pandey; Manish Sharma; Rahul Kumar

Affiliations: Hardik Telangore; Parikshit Sharma; Rahul Kumar — Institute of Infrastructure Technology, Research and Management (IITRAM), Ahmedabad; Raj Pandey; Manish Sharma — Rajiv Gandhi National Aviation University (RGNAU), Amethi

Title: When Does AI Help on the Farm? A Terrain-Stratified IoT Deployment and Baseline-Benchmarked Forecasting Ablation on Himalayan Terraced Farmland

Authors: Sahil Vatsi; Akash Rajput; Tushar Jain

Affiliations: Sahil Vatsi — Indian Institute of Technology Mandi, Himachal Pradesh, 175075

Title: A Low-Cost IoT Pipeline for Hydroponic Lettuce: Edge-Deployable Multivariate Fault Detection and Per-Channel Reference Validation

Authors: Kartikay; Abhisekh Behera; Tushar Jain

Affiliations: Kartikay — IIT Mandi, Kamand, Mandi, Himachal Pradesh

Title: Development of a Low-Cost Computational Sensing Framework and Signal-to-Concentration Model Using a MQ-135 Sensor System for Early Detection of Stored-Product Insect Infestation

Authors: R. Darlin Prakash; Thirunavukkarasu Selvamuthukumaran; A. P. Prabakaran; G. Sakthivel

Affiliations: R. Darlin Prakash — Department of Entomology, Faculty of Agriculture, Annamalai University, Annamalai Nagar, Chidambaram, Tamil Nadu, India

Title: Enabling Maximum-Payload MQTT Transmission on Resource-Constrained IoT Devices for Pollinator Monitoring in Precision Agriculture

Authors: Karminder Singh; Suman Kumar

Affiliations: Karminder Singh; Suman Kumar — IIT Ropar, Electrical

Title: Explainable Multi-source Hybrid Learning for Wheat Yield Prediction in Punjab, India

Authors: Gurpal Singh; Prof. Amit Verma

Affiliations: Gurpal Singh; Prof. Amit Verma — CGC University Mohali

Title: NPSS: An AI-Enabled Digital Platform for Real-Time Pest Surveillance, Early Warning and Decision Support for Sustainable Crop Protection

Authors: Meenakshi Malik; Niranjan Singh; M K Khokhar; Anoop Kumar; P N Meena; Niranjan Nayak

Affiliations: Meenakshi Malik — NRIIPM, New Delhi; Niranjan Singh; M K Khokhar; Anoop Kumar; P N Meena; Niranjan Nayak — ICAR NRIIPM, New Delhi

Title: AgriGuard: A Rule-Based Validator for Detecting Dangerous Errors in LLM-Generated Agricultural Advisory

Authors: Harsh Gujral; Akshita Sharma; Tanu Wadhera

Affiliations: Harsh Gujral — Model Institute of Engineering and Technology, Jammu

Title: Semantic Characterization of Biotic and Abiotic Factors Influencing Rice Plant Disorders: Towards an Agentic AI Framework for Knowledge-Driven Differential Diagnosis

Authors: Vishwani Vilochana; Lasanthi De Silva; Jeevani Goonetillake

Affiliations: Vishwani Vilochana — University of Colombo School of Computing (corresponding author); Lasanthi De Silva — University of Colombo School of Computing; Jeevani Goonetillake — University of Colombo School of Computing

Title: Predictive Nutrient Management in Sustainable Hydroponic Agriculture Using AI-Powered IoT

Authors: Saurabh Yadav; Rishik Gupta; Rahul Singh

Affiliations: Saurabh Yadav — K.P. Higher Institute of Education, Jhalwa, affiliated to Prof. Rajendra Singh (Rajju Bhaiya) University, Prayagraj, Uttar Pradesh, India; Rishik Gupta; Rahul Singh — COIKOSITY

Title: Machine Learning for Field-Specific Fertilizer Quantity Recommendation in Indian Staple Crops

Authors: Ali Asghar Khavari; Shuchita Upadhyaya; Pardeep Kumar; Monika Poriye

Affiliations: Ali Asghar Khavari; Shuchita Upadhyaya; Pardeep Kumar; Monika Poriye — Kurukshetra University

Title: Study on Structural Similarity of Tea Leaf Binary Masks Under Complex Background

Authors: Venkatesh M.E.; Jaidhar C. D.

Affiliations: Venkatesh M.E. — National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, India, 575025; Jaidhar C. D. — Information Technology

Title: Building Autonomous IoT and Computer Vision Systems for Crop Monitoring

Authors: Anujith A. S.

Affiliations: Anujith A. S. — Chinmaya Vishwavidyapeeth Deemed-to-be University

Title: Can Deep Learning Outperform Classical Machine Learning for Crop Yield Prediction? A Comprehensive Empirical Study on Indian Agricultural Data

Authors: Ashray Bagde

Affiliations: Ashray Bagde — YCCE

Title: Machine Learning-Driven Optimisation of Drying Time in Smart Solar Herb Dryers: A Hybrid ANN-RSM Framework with SHAP Interpretability

Authors: Prabhas Baral; Raghav Sharma; Bivek Baral

Affiliations: Prabhas Baral — Kathmandu University (corresponding author); Raghav Sharma — Kathmandu University

Title: From Laboratory to Field: A Leakage-Controlled Cross-Domain Evaluation Protocol for Plant Disease Recognition

Authors: Izbassar Orynbassar; Aigerim Serikkhan

Affiliations: Izbassar Orynbassar – Syracuse University, USA; Aigerim Serikkhan – Abai Kazakh National Pedagogical University, Kazakhstan

Title: AI/ML-based multi-omics integration reveals developmental gene families and candidate regulators in Beta vulgaris

Authors: Vadaparthi Subhash; Harshitha Manneri; Monoj Sutradhar

Affiliations: Vadaparthi Subhash; Harshitha Manneri — KL Deemed to be University, Vijayawada; Monoj Sutradhar — KL Deemed to be University, Vijayawada

Title: A Healthy Representation Anomaly Detection Framework for Early Recognition of Foliar Diseases in Urdbean (Vigna mungo)

Authors: Chandan Kumar Deb; Akash Bharti; Md Ashraful Haque; Alka Arora; Devraj Mishra; Rishikesh Kumar

Affiliations: Akash Bharti — ICAR-Indian Agricultural Statistics Research Institute, Library Avenue, Pusa, New Delhi – 110012, India

Title: Explainable Deep Learning-Based Decision Support System for Sugarcane Leaf Disease Classification and Pesticide Recommendation

Authors: Ravesa Akhter; Shabir Sofi; Bilal Ahmad

Affiliations: Ravesa Akhter; Shabir Sofi — National Institute of Technology Srinagar; Bilal Ahmad — Baba Saheb Bhimrao Ambedkar University, Lucknow

Title: Concept-Level Comparison of Self-Supervised Pretraining Objectives for Insect Pest Recognition

Authors: Sakshi Rawat; Sapna Nigam; Alka Arora; Pathour R Shashank; Akshay Amipara

Affiliations: Sakshi Rawat; Sapna Nigam; Alka Arora; Akshay Amipara — ICAR-Indian Agricultural Statistics Research Institute; Pathour R Shashank — ICAR-Indian Agricultural Research Institute

Title: A Temporal Approach for Apple Scab Disease Progression Assessment Using Longitudinal Leaf Images

Authors: Aamir Hilal; Shabir Ahmad Sofi; Neeraj Goel

Affiliations: Aamir Hilal; Shabir Ahmad Sofi — National Institute of Technology Srinagar; Neeraj Goel — Indian Institute of Technology, Ropar

Title: GrowthDriverNet-V2: A Driver-Aware Spatio-Temporal Deep Learning Framework for Multi-Temporal SAR–NDVI Crop-Growth Prediction

Authors: Romil Parikh; Yash Nagdeo; Boomesh Rajpal; Himani Deshpande

Affiliations: Romil Parikh; Yash Nagdeo; Boomesh Rajpal; Himani Deshpande — Thadomal Shahani Engineering College

Title: T BUNet: A Boundary Aware Temporal Deep Learning Framework for Agricultural Field Delineation from Multispectral Satellite Imagery

Authors: Priyanka T. Avhad; Parminder Kaur

Affiliations: Priyanka T. Avhad — SOET, MGM University

Title: Phenology-Assisted Crop Type Mapping Using Sentinel-2 Time-Series Imagery, Machine Learning and Spectral Indices

Authors: Chandan M. C.; Bhramarambha S.

Affiliations: Bhramarambha S. — National Institute of Technology Karnataka, Surathkal

Title: Dynamic Track Birth: An RGB UAV Framework for Crop-Row Recovery in Fragmented Smallholder Sugarcane Fields

Authors: Utkarsh Singh; Ronak Khandelwal; Hardik Jain; Eknoor Kaur Sandhu; Rajiv Ranjan; Shashank Tamaskar

Affiliations: Ronak Khandelwal — DronaMaps Private Limited; Utkarsh Singh — DronaMaps Private Limited (corresponding author); Hardik Jain — DronaMaps Private Limited; Eknoor Sandhu — DronaMaps Private Limited; Rajiv Ranjan — Plaksha University; Shashank Tamaskar — Plaksha University

Title: Spatiotemporal Patterns of Forest Loss along the Dhaka-Chittagong (N1) Highway Corridor, Bangladesh: A Remote Sensing-Based Trend and Hot Spot Analysis

Authors: Soumit Ray; Md Mahfuzur Rahman Nuhash; Pallab Nag

Affiliations: Soumit Ray; Md Mahfuzur Rahman Nuhash; Pallab Nag — HSTU

Title: Comparative Evaluation of Random Forest and Support Vector Machine for Crop Classification in Fragmented Croplands using Multi-Temporal SAR Data

Authors: Duvvuri Sravani; BVNP Kambhammettu

Affiliations: Duvvuri Sravani; BVNP Kambhammettu — IIT Hyderabad

Title: AgriPerceiver: A Parameter-Efficient Vision-Language Model for Structured Macroscopic Crop Phenotyping

Authors: Vatsal Khanna; Davinder Singh; Kumkum Kwatra; Samridhi Saini

Affiliations: Vatsal Khanna; Davinder Singh; Kumkum Kwatra — Annam.ai; Samridhi Saini — Dr. B R Ambedkar National Institute of Technology Jalandhar

Title: From Farmer Empowerment to Market Participation: Using Longitudinal Clickstream Data to Build an Incremental Trust-Evidence Architecture for Digital Agri-food Platforms

Authors: Dinesha Senarathna; Rifana Buhary; Athula Ginige

Affiliations: Dinesha Senarathna — Widya Pty Ltd; Rifana Buhary; Athula Ginige — Western Sydney University

Title: Privacy-Preserving Federated Learning with Edge-IoT for Multi-Farm Soybean Disease Detection in Smallholder Indian Agriculture: A Systematic Review and Framework Proposal

Authors: Vijay Kumar Malviya; Rashmi Yadav

Affiliations: Vijay Kumar Malviya — Sage University Indore, Kailod Kartal, Indore, India

Title: From Isolated Drones to a Digital Drone Ecosystem: A Value-Flow Computational Architecture for Scaling Drone Spraying Services in Smallholder Agriculture

Authors: Venkata Sivananda Kumar Bolagani; Athula Ginige; Mukti Mishra; Quang Vinh Nguyen; Amit Kumar

Affiliations: Venkata Sivananda Kumar Bolagani; Athula Ginige; Quang Vinh Nguyen — Western Sydney University; Mukti Mishra; Amit Kumar — Centurion University of Technology and Management, Odisha / Andhra Pradesh