Day 1 (March 28)
17.00 – 17.15 (CEST, UTC+2)/8.00-8.15 (PDT, UTC-7)
Check-In + Welcome (Room 1)
17.15-18.00 (CEST, UTC+2)/8.15-9.00 (PDT, UTC-7) in Room 1 (James Schnable) and Room 2 (Ranveer Chandra)
Keynotes (in parallel)

James Schnable (University of Nebraska Lincoln / AIIRA)
Learning to lead the target: Developing crops for changing environments
Moderator: Frank Ewert

Ranveer Chandra (Microsoft)
Empowering Farmers with Affordable Digital Agriculture Techniques
Moderator: Jan Börner
18.00 – 19.00 (CEST, UTC+2)/9.00 – 10.00 (PDT, UTC-7)
Parallel Sessions
Presentations and Live Q&A: Mar 28, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Marija Popović (University of Bonn)
Agriculture with Intelligent Robots: Mapping and Planning for Active Sensing
Paper Pal: Cyrill Stachniss
Arun Narenthiran Sivakumar (University of Illinois, Urbana-Champaign)
Learned Visual Navigation for Under-Canopy Agricultural Robots
Paper Pal: Chen Peng
Duke Pauli (University of Arizona)
Phenomics Data: From Spreadsheets to Virtual Reality (Invited Talk)
Paper Pal: Daniel Runcie
Maurice Fallon (University of Oxford)
Towards Real-Time Forest Inventory with Mobile Robotic Mapping (Invited Talk)
Paper Pal: Chris McCool
Presentations and Live Q&A: Mar 28, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Jana Kierdorf (University of Bonn)
GrowliFlower: A time series dataset for GROWth analysis of cauLIFLOWER
Paper Pal: Ixchel M. Hernández-Ochoa
Zbyněk Malenovský (University of Bonn)
Potentials of 3D radiative transfer modelling in plant phenotyping (Invited Talk)
Paper Pal: Ribana Roscher
Heike Bach/Franziska Brohmeyer (Q&A) (Vista)
Digital Twins for Sustainable Fertilization
Paper Pal: Heiner Kuhlmann
Xin Liu (University of California Davis)
Autonomous Greenhouse Control: A Bayesian Optimization and Model-based Reinforcement Learning Approach (Invited Talk)
Paper Pal: Md Shamim Ahamed
Presentations and Live Q&A: Mar 28, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Asheesh Singh (Iowa State University / AIIRA)
Soybean yield improvement strategies with digital technologies (Invited Talk)
Paper Pal: Thomas Döring
Marion Deichmann (University of Bonn)
An experimental system to develop non-invasive detection methods of nutrient deficiencies in field crops
Paper Pal: Uwe Rascher
Sibghat Ullah (FZ Jülich)
Rhizosphere processes and yield decline in wheat crop rotations (RhizoWheat)
Paper Pal: Thomas Gaiser
Joshua Viers (University of California, Merced)
AI for Ag for the San Joaquin Valley: using inclusive innovation to break the productivity paradox (Invited Talk)
Paper Pal: Carsten Montzka
19:00 – 19:15 (CEST, UTC+2)/10.00 – 10.15 (PDT, UTC-7)
Discussion with presenters in individual break-out rooms
19.15 – 20.15 (CEST, UTC+2)/10.15 – 11.15 (PDT, UTC-7)
Parallel Sessions
Presentations and Live Q&A: Mar 28, 2022 from 19.15 - 20.15 (CEST, UTC+2)/10.15 - 11.15 (PDT, UTC-7)
Soumik Sarkar (Iowa State University / AIIRA)
Role of Interpretable Machine Learning in Cyber-Agricultural Systems (Invited Talk)
Paper Pal: Christian Bauckhage
Sumer Johal (Ag Stack)
Ag-Net: The case for building and maintaining an open-source tagged image repository for Machine Learning for Agriculture applications
Paper Pal: Xin Liu
Emre Mengi et al. (University of California Berkeley)
MLA Applications for Agricultural Production (Invited Talk)
Paper Pal: Zhenghao Fei
Mason Earles (University of California Davis)
AgML: Building an open framework for AgML data, models & evaluation (Invited Talk)
Paper Pal: Jens Behley
Presentations and Live Q&A: Mar 28, 2022 from 19.15 - 20.15 (CEST, UTC+2)/10.15 - 11.15 (PDT, UTC-7)
Steve Fennimore (University of California Davis)
Automated Weed Removal Technologies Greatly Improve the Resilience of Vegetable Weed Management Programs (Invited Talk)
Paper Pal: Ali Moghimi
Elias Maritan/ James Lowenberg-DeBoer (Q&A) (Harper Adams University)
Economically optimal farmer supervision of crop robots
Paper Pal: Aaron Smith
Thomas Daum (University of Hohenheim)
Farm robots: ecological utopia or dystopia
Paper Pal: Matin Qaim
Alexander Langer (Schmiede.one)
Labor shortages and robotic automation in root crop farming
Paper Pal: Sven Behnke
Presentations and Live Q&A: Mar 28, 2022 from 19.15 - 20.15 (CEST, UTC+2)/10.15 - 11.15 (PDT, UTC-7)
Tsu-Wei Chen (Humboldt Universität zu Berlin)
The functions of phenotypic plasticity in plant-plant interactions and canopy productivity (Invited Talk)
Paper Pal: Ulrich Schurr
Grégoire Hummel (Phenospex)
Towards digital agriculture
Paper Pal: Marija Popović
Fabio Fiorani (FZ Jülich)
Analysis and exploitation of phenotypic diversity in Chilean quinoa germplasm (Invited Talk)
Paper Pal: Heiner Kuhlmann
Baskar Ganapathysubramaniam (Iowa State University / AIIRA)
Plant phenotyping with limited annotation: Doing more with less (Invited Talk)
Paper Pal: Zbyněk Malenovský
20:15 – 20:30 (CEST, UTC+2)/11.15-11.30 (PDT, UTC-7)
Discussion with presenters in individual break-out rooms
20.30 – 20.35 (CEST, UTC+2)/11.30 – 11.35 (PDT, UTC-7)
Closing Remarks (Room 1)
Day 2 (March 29)
17:00 – 17:15 (CEST, UTC+2)/8.00 – 8.15 (PDT, UTC-7)
Check-In + Welcome (Room 1)
17.15 – 18.00 (CEST, UTC+2)/8.15 – 9.00 (PDT, UTC-7) in Room 1 (Robert Finger)
Keynote

Robert Finger (ETH Zürich)
Digital innovations for sustainable agricultural systems – an economic and policy perspective
Moderator: Thomas Heckelei
18:00 – 19:00 (CEST, UTC+2)/9.00 – 10.00 (PDT, UTC-7)
Parallel Sessions
Presentations and Live Q&A: Mar 29, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Gert Kootstra (Wageningen University & Research)
Agricultural robotics: the challenge of variation (Invited Talk)
Paper Pal: Lasse Klingbeil
Abubakr Muhammad (Lahore University of Management Sciences)
Robotic Crop Phenotyping Testbed for Sustainable Agriculture
Paper Pal: Rajkishan Arikapudi
Karim Fahmy (Fraunhofer Institute for Solar Energy Systems)
APV-Bot Demonstrator (Invited Talk)
Paper Pal: Stavros Vougioukas
Guoqiang Ren (Zhejiang University)
Mobile Robotics Platform for Strawberry Inspection and Harvesting within Precision Indoor Farming Systems
Paper Pal: Omar Betancourt
Presentations and Live Q&A: Mar 29, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Silke Hüttel (University of Bonn)
The Importance of Social Norm on Adopting Sustainable Digital Farming Methods (Invited Talk)
Paper Pal: Madhu Khanna
Elin Martinsson & Anna Massfeller (University of Bonn)
What can current agricultural technology tell us about the future?
Paper Pal: Sebastian Rasch
Madhu Khanna (University of Illinois, Urbana-Champaign)
Economic Incentives for Robotic Weed Control in Row Crop Agriculture (Invited Talk)
Paper Pal: Joachim von Braun
Dario Schulz (University of Bonn)
Experimental evidence on the impact of providing digital information to smallholder farmers in Haiti and El Salvador
Paper Pal: Hugo Storm
Chandra Krintz (University of California Santa Barbara)
Open-Source, On-Farm Systems for Precision Agriculture Applications (Invited Talk)
Paper Pal: Jürgen Gall
Presentations and Live Q&A: Mar 29, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Christine Diepenbrock (University of California Davis)
Digital and AI technologies to improve crop nutritional quality and abiotic stress tolerance (Invited Talk)
Paper Pal: Peng Yu
Daniel Runcie (University of California Davis)
MegaLMM: A Statistical Model for Genomic Prediction with High-dimensional Traits (Invited Talk)
Paper Pal: Sassoum Lo
Boas Pucker (TU Braunschweig)
Detecting genomic regions that determine seed quality of Brassica napus through mapping-by-sequencing (Invited Talk)
Paper Pal: Gabriel Schaaf
Guillaume Lobet (FZ Jülich)
Virtual Phenotyping pipeline for the evaluation of Root hydraulic properties of in silico maize landraces
Paper Pal: Mathieu Javaux
Isaya Kisekka (University of California Davis)
Evaluating the effect of Soil Heterogeneity on Root Zone Water Dynamics in Almond Orchards using Electrical Resistivity Tomography (Invited Talk)
Paper Pal: Andreas Kemna
19:00 – 19:15 (CEST, UTC+2)/10.00 – 10.15 (PDT, UTC-7)
Discussion with presenters in individual break-out rooms
19:15 – 20:00 (CEST, UTC+2)/10.15-11:00 (PDT, UTC-7) in Room 1 (Stavros Vougioukas) and Room 2 (Harry Vereecken)
Keynotes (in parallel)

Stavros Vougioukas (University of California Davis)
Robotic harvesters and harvest-aids: Challenges and opportunities
Moderator: Chris McCool

Harry Vereecken (FZ Jülich)
Managing agricultural fields: from observation to prediction
Moderator: Isaya Kisekka
20.00 – 20.05 (CEST, UTC+2)/11.00 – 11.15 (PDT, UTC-7)
Closing Remarks (Room 1)
Day 3 (March 30)
17:00 – 17:15 (CEST, UTC+2)/8.00 – 8.15 (PDT, UTC-7)
Check-In + Welcome (Room 1)
17.15 – 18.00 (CEST, UTC+2)/8.15 – 9.00 (PDT, UTC-7) in Room 1 (Anne-Katrin Mahlein) and Room 2 (Jürgen Gall)
Keynotes (in parallel)

Anne-Katrin Mahlein (Institute of Sugar Beet Research)
Digital technologies for integrated pest management – status quo and what to expect?
Moderator: James Schnable

Jürgen Gall (University of Bonn)
Challenges and Opportunities of Representation Learning
Moderator: Soumik Sarkar
18:00 – 19:00 (CEST, UTC+2)/9.00 – 10.00 (PDT, UTC-7)
Parallel Sessions
Presentations and Live Q&A: Mar 30, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Charles Rongione (Université catholique de Louvain)
Weakly Supervised Semantic Segmentation of Multi-Species Canopies using Active Learning and Fully Convolutional Neural Networks
Paper Pal: Troy Magney
Ribana Roscher (University of Bonn)
Deep Generative Models for Agriculture (Invited Talk)
Paper Pal: Cyrill Stachniss
George Kantor (Carnegie Mellon University / AIIRA)
A perception pipeline for modeling plant geometry and mechanics (Invited Talk)
Paper Pal: Andrea Schnepf
Taeyeong Choi (University of Lincoln)
Self-supervised Representation Learning of Visual Anomalies in Soft Fruits with Controlled Curricula (Invited Talk)
Paper Pal: Tiansi Dong
Presentations and Live Q&A: Mar 30, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Mattia Balestra (Università Politecnica delle Marche)
SFARM Research Centre
Paper Pal: Maryia Halubok
Sasha Loewen (Montana State University)
Precision Organic Agriculture
Paper Pal: Yufang Jin
A. K. M. Abdullah Al-Amin (Harper Adams University)
Economic Implications of Field Size for Autonomous Arable Crop Equipment
Paper Pal: Aaron Smith
Presentations and Live Q&A: Mar 30, 2022 from 18.00 - 19.00 (CEST, UTC+2)/9.00 - 10.00 (PDT, UTC-7)
Hannes Engler (Julius Kühn-Institut)
Use of artificial intelligence for grapevine yield forecast and breeding research
Paper Pal: Daniel Runcie
Maria Gerullis (University of Bonn)
From Genes to Policy – Mission-oriented Governance of Plant-Breeding Research
Paper Pal: Annaliese Mason
Anna Langstroff (Justus-Liebig-Universität Gießen)
High-Resolution Phenotyping of Drought Tolerance Traits in Wheat
Paper Pal: Lasse Klingbeil
Julie Krämer (University of Bonn)
Exploring plant physiology in mixed cropping systems by using non-invasive spectroscopy
Paper Pal: Katharina Luhmer
19:00 – 19:15 (CEST, UTC+2)/10.00 – 10.15 (PDT, UTC-7)
Discussion with presenters in individual break-out rooms
19.15 – 20.15 (CEST, UTC+2)/10.15 – 11.15 (PDT, UTC-7)
Parallel Sessions
Presentations and Live Q&A: Mar 30, 2022 from 19.15 - 20.15 (CEST, UTC+2)/10.15 - 11.15 (PDT, UTC-7)
Javier Muro (University of Bonn)
Modelling vegetation in grasslands with deep learning and Sentinel-2
Paper Pal: Harrie-Jan Hendricks-Franssen
Andrea Schnepf (FZ Jülich)
Functional-structural plant models: Mathematical representation of flow and transport processes
Paper Pal: Sara Bauke
Christopher Bahr (Hochschule Geisenheim University)
Virtual Riesling - a functional-structural grapevine model for climate impact research
Paper Pal: Christopher Wong
Ixchel Hernández-Ochoa (University of Bonn)
Modeling approaches to design diversified cropping systems at the local and landscape scale and the importance of considering within field heterogeneities
Paper Pal: Jan Vanderborght
Presentations and Live Q&A: Mar 30, 2022 from 19.15 - 20.15 (CEST, UTC+2)/10.15 - 11.15 (PDT, UTC-7)
Sierra Young (Utah State University)
Manipulating UAVs for controlled pollinations in the forestry industry (Invited Talk)
Paper Pal: Mark Mueller
Philipp Lottes (Pheno-Inspect)
Pheno-Inspect: Digital Experts for Plant Analysis
Paper Pal: Anne-Katrin Mahlein
Tobias Kreklow (HAIP Solutions)
Hyperspectral Imaging for AgriFood applications with HAIP Solutions
Paper Pal: Eduard Zell
Martin Weis (Landwirtschaftliches Technologiezentrum Augustenberg)
Open source software for UAS data processing of field trials
Paper Pal: Jan-Henrik Haunert
Presentations and Live Q&A: Mar 30, 2022 from 19.15 - 20.15 (CEST, UTC+2)/10.15 - 11.15 (PDT, UTC-7)
Maurice Günder & Facundo R. Ispizua Yamati (University of Bonn & Institute of Sugar Beet Research)
Combining large-scale field experiments with artificial intelligence for disease severity estimation
Paper Pal: Armin Djamei
Rocio Calderon (Cornell University)
Soilborne plant pathogen dispersal and assessment: building a remote sensing-based global system for plant disease
Paper Pal: Eric Kent
Madhuri Paul (University of Bonn)
Crop Mixture
Paper Pal: Sabine Seidel
Christoph Scherber (Centre for Biodiversity Monitoring at the Leibniz Institute for the Analysis of Biodiversity Change)
Hardware and software tools to assess agricultural biodiversity (Invited Talk)
Paper Pal: Nicolas Brüggemann
20:15 – 20:30 (CEST, UTC+2)/11.15-11.30 (PDT, UTC-7)
Discussion with presenters in individual break-out rooms
20.30 – 20.35 (CEST, UTC+2)/11.30 – 11.35 (PDT, UTC-7)
Video Award and Closing Remarks (Room 1)
