Papers
The accepted papers from AIAFS 2022 Workshop are available in openreview.
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Paper ID
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Title
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Authors
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2
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Semi-Supervised Object Detection for Agriculture
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Gabriel Tseng,Krisztina Sinkovics,Tom Watsham,David Rolnick,Thomas C. Walters
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3
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Quality Control in Weather Monitoring with Dynamic Linear Models
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Joel Janek Dabrowski,Ashfaqur Rahman,Ming Li,Quanxi Shao,Shuvo Bakar,Andrea Powell,Brent Henderson
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5
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Dual phase convolutional neural network based system aimed at small rice grain dataset for disease identification
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Tashin Ahmed,Chowdhury Rafeed Rahman,Md. Faysal Mahmud Abid
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6
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Farm-gym: A modular reinforcement learning platform for stochastic agronomic games
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Odalric-Ambrym Maillard,Timothée Mathieu,Debabrota Basu
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7
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Soft Robotic End-Effectors in the Wild: A Case Study of a Soft Manipulator for Green Bell Pepper Harvesting
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Dominik Bauer,Cornelia Bauer,Nancy Pollard
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8
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Learning Crop Management by Reinforcement: gym-DSSAT
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romain gautron,Emilio J. Padrón,Philippe Preux,julien bigot,Odalric-Ambrym Maillard,Gerrit Hoogenboom,julien teigny
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10
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Semi-Automated Construction of Food Composition Knowledge Base
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Jason Youn,Fangzhou Li,Ilias Tagkopoulos
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12
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Tomato-plant Sunlit-leaf Segmentation Using Convolutional Neural Networks: Supporting Crop Water Stress Index Measurements
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Jacob Hampton,Aris Athanasios Panagopoulos,Minas Pantelidakis,Eric Kor,Konstantinos Mykoniatis,Orestis P. Panagopoulos,Shawn Ashkan
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13
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A New Dataset and Comparative Study for Aphid Cluster Detection
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Tianxiao Zhang,Kaidong Li,Xiangyu Chen,Cuncong Zhong,Bo Luo,Ivan Grijalva Teran,Brian McCornack,Daniel Flippo,Ajay Sharda,Guanghui Wang
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15
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A Reflection on AI Model Selection for Digital Agriculture Image Datasets
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Seth Ockerman,John Wu,Christopher Stewart,Zitchen Zhang
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16
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DeepOryza: A Knowledge guided machine learning model for rice growth simulation
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Jingye Han,Liangsheng Shi,Christos Pylianidis,Qi Yang,Ioannis N. Athanasiadis
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17
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Transfer Learning with Pairwise Comparison for Fine-Granular Fruit Shelf-Life Prediction
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Jayita Dutta,Manasi Patwardhan,Parijat Deshpande,Beena Rai
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18
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Univariate and multivariate time-series methods to forecast dairy income
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Vahid Naghashi,Gabriel Machado Dallago,Abdoulaye Banire Diallo,Mounir Boukadoum
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19
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LiT Tuned Models for Efficient Species Detection
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Andre Nakkab,Benjamin Feuer,Chinmay Hegde
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20
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Zero-Shot Insect Detection via Weak Language Supervision
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Benjamin Feuer,Ameya Joshi,Minsu Cho,Kewal Jani,Shivani Chiranjeevi,ZI Kang Deng,Aditya Balu,Asheesh K Singh,Soumik Sarkar,Nirav Merchant,Arti Singh,Baskar Ganapathysubramanian,Chinmay Hegde
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21
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Multi Task Learning for Budbreak Prediction
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Aseem Saxena,Paola Gabriela Pesantez,Rohan Ballapragada,Markus Keller,Alan Fern
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22
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Constrained Reinforcement Learning for Autonomous Farming: Challenges and Opportunities
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Yongshuai Liu,Taeyeong Choi,Xin Liu
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23
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Towards Autonomous Apple Fruitlet Sizing with Next Best View Planning
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Harry Freeman,George Kantor
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24
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2-D HISTOGRAM BASED ON RELATIVE ENTROPY THRESHOLDING FOR CROP SEGMENTATION USING UAV-BASED IMAGES
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Gattu Priyanka,P Rajalakshmi,Jana Kholova
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25
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Data driven ensemble learning for soybean yield prediction
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Souradeep Chattopadhyay,Matthew Carroll,Baskar Ganapathysubramanian,Asheesh K Singh,Soumik Sarkar
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27
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Intelligent Drought Stress Monitoring on Spatio-Spectral-Temporal Drone based Crop Imagery using Deep Networks
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Tejasri N,Rajalakshmi Pachamuthu,Balaji Naik,Uday B Desai
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28
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Out-of-distribution algorithms for robust insect classification
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Mojdeh Saadati,Shivani Chiranjeevi,Aditya Balu,Talukder Zaki Jubery,Asheesh K Singh,Soumik Sarkar,Arti Singh,Baskar Ganapathysubramanian
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29
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Persistence Homology to Study Cold Hardiness of Grape Cultivars
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Sejal Welankar,Paola Gabriela Pesantez,Bala Krishnamoorthy,Ananth Kalyanaraman
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30
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Exploiting Unlabeled Data to Improve Detection of Visual Anomalies in Soft Fruits
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Taeyeong Choi,Xin Liu
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31
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Optimized Class-specific Data Augmentation for Plant Stress Classification
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Nasla Saleem,Baskar Ganapathysubramanian,Aditya Balu,Talukder Zaki Jubery,Soumik Sarkar,Arti Singh,Asheesh K Singh
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32
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Plant Geometry Reconstruction From Field Data Using Neural Radiance Fields
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Anushrut Jignasu,Ethan Herron,Talukder Zaki Jubery,James Afful,Aditya Balu,Baskar Ganapathysubramanian,Soumik Sarkar,Adarsh Krishnamurthy
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