The 8th International Plant Phenotyping Symposium, IPPS2024


 

8th International Plant Phenotyping Symposium:

"Green Horizons: Navigating the Future of Plant Phenotyping"

 

The 8th International Plant Phenotyping Symposium, themed "Green Horizons: Navigating the future of plant phenotyping," assembles a diverse community of scientists, including plant biologists, ecologists, engineers, agronomists, and computer scientists.

Within a dynamic and varied networking environment, our aim is to facilitate the exchange of knowledge, foster collaboration, and inspire innovation. IPPS 2024 will function as a platform to showcase, explore and implement strategies for harnessing the potential of plant phenotyping to contribute to a sustainable future.

This global conference, highlighting the state-of-the-art in both science and application, features distinguished speakers from various parts of the world and includes an exhibition. It provides an outstanding networking opportunity for companies, industry players in the plant phenotyping sector, and other partners in the private sector.

 

The International Plant Phenotyping Symposium is a conference jointly organized by:

 The International Plant Phenotyping Network

University of Nebraska-Lincoln (USA)

 

 Abstract Book (Work in progress)

Video recordings (coming soon)

 

IPPN Workshops & Satellite Meetings

 

phenoACCESS24: Workshop on research computing & plant phenotyping

Summary:  High-throughput plant phenotyping is computationally intensive, requiring data storage, data processing and analysis, research computing expertise, and mechanisms for data sharing. The phenoACCESS24 workshop is aimed at research computing workforce development by addressing questions such as what is plant phenotyping; what types of data are collected; what are the preprocessing and analytical needs; what tools and platforms exist for data capture, management, analysis, and storage; and how best to collaborate and engage with phenotyping researchers. The full-day agenda will include speakers (scientists and research compute staff); panel discussions (how to work with research computing staff and facilities; how to engage with phenotyping scientists), and networking opportunities (meet-and-greet, ice breakers, small group discussions).

This workshop will take place at the Nebraska Innovation Campus in Lincoln, NE, on Monday, October 7th, 2024. Both in person and remote options for attendance will be available. The target audience includes research compute staff at universities active in plant phenotyping; Campus Champion institutions; phenotyping researchers; research data librarians; representatives of organizations active in phenotyping; and students and postdoctoral scholars. We welcome all members of the research computing and plant phenotyping communities to participate, including undergraduate and graduate students from diverse fields including computer science, engineering, data science, plant science, and other STEM disciplines.

Financial support for student participants (undergraduate and graduate) will be provided by NSF ACCESS. Thanks to a generous grant from NSF ACCESS, undergraduate and graduate students can participate in this workshop AT NO COST. Note: Proof of student status and a letter of support from your advisor ARE REQUIRED as part of the application process.

Participation will be limited to 40 in-person attendees plus invited speakers/panelists, and 100 remote attendees (via Zoom). Anyone interested in attending MUST apply HERE. Applications close on August 30. Hotel rooms are available in Lincoln at special conference rates.

Cost of attendance for non-students is $75 in person/ $50 by Zoom. No payment is required at the time of application.

Application close date: August 30, 2024

Attendee notification: no later than September 15, 2024

Contact: Jennifer Clarke and Adam Caprez

Time: Full day  (9:00 - 17:00)

Location: Nebraska Innovation Campus & online

 

NAPPN Career Perspectives and Networking Session

Summary:  The North American Plant Phenotyping Network (NAPPN) will host a pre-meeting focused on early career researchers and networking. The session will begin with a career perspectives talk, followed by a session for early career researchers to meet and network prior to the IPPS meeting.

Contact: Malia Gehan

Time: Half day (13:30 - 18:00)

Location: Nebraska Innovation Campus

 

Sixth International Workshop on Machine Learning for Cyber-Agricultural Systems (MLCAS2024)

Summary

Today, efficient, cost-effective sensors as well as high performance computing technologies are looking to transform traditional plant-based agriculture into an efficient cyber-physical system. The easy availability of cheap, deployable, connected sensor technology has created an enormous opportunity to collect vast amounts of data at varying spatial and temporal scales at both experimental and production agriculture levels. Therefore, both offline and real-time agricultural analytics that assimilates such heterogeneous data and provides automated, actionable information is a critical need for sustainable and profitable agriculture.

Data analytics and decision-making for Agriculture has been a long-standing application area. The application of advanced Artificial Intelligence (AI) and Machine Learning (ML) methods to this critical societal need can be viewed as a transformative extension for the agriculture community. In this workshop, we intend to bring together academic and industrial researchers and practitioners in the fields of machine learning, data science and engineering, plant sciences and agriculture, in the collaborative effort of identifying and discussing major technical challenges and recent results related to machine learning-based approaches. It will feature invited talks, oral/poster presentations of accepted papers, and an Ag-ML competition.

 

Contact: Arti Singh, Soumik Sarkar

Time: Full day (8:45 - 17:00)

Location: Nebraska Innovation Campus

 Websitehttps://2024.mlcas.site/

Link to invitation & important dates

(Please note that IPPS8 attendees can attend this workshop free of costs. For anyone not attending IPPS8, there is a separate registration possible at the workshop's website listed above.)

 

Root phenotyping mini-symposium and workshop

 

Summary

Roots are critical for crop performance and understanding soil carbon dynamics. This mini-symposium will bring together experts and beginners to discuss basic to advanced methods in root phenotyping with opportunity to highlight any root-related posters being presented at the conference. While non-destructive methods utilizing advanced technologies like X-ray CT and MRI remain frontier research areas, tried-and-true methods like root washing and scanning remain the most common methods in use. While AI and neural networks are revolutionizing fields, their applications in plant phenotyping are not fully realized due to a general lack of access. We will discuss how to democratize root phenotyping and how researchers can study roots in any lab, anywhere.

Following the mini-symposium with timely talks and discussion, we will host a hands-on workshop on the use of RhizoVision Explorer for root trait analysis, root respiration measurements with a LiCor gas analyzer, and imaging root anatomy. Participants are encouraged to bring laptops and RhizoVision Explorer ready to use.

This event is hosted by the Root Phenotyping Working Group of the IPPN. The working group is free to join.

Contact Larry York

Time: Half day (9:00 – 11:30)

Location: Nebraska Innovation Campus

Speakers: Larry York, Stefan Gerth, Alex Bucksch

 

Genebank Phenotyping: Status & Future Partnership Endeavors (IPPN S&GP Working Group – Workshop)

Summary: Gathering of genebanks and their frequent users interested in streamlining phenotyping of seeds and germplasm material using latest technologies and potentially set up global joint activities in this space

Contact: Uli Schurr; Kioumars Ghamkhar

Time: Half Day  (13:30 - 16:30)

Location: Nebraska Innovation Campus

 Speakers: TBA

 

Advanced Sensor Applications: Advancing Research through Infrastructure (IPPN Working Group – Workshop)

SummaryPresentation of the WG of Advanced Sensor Applications and the possibilities for advanced sensors in phenotyping infrastructures. 

Contact: Stefan Gerth

Time: 60mins (14:30 - 15:30) 

Location: Nebraska Innovation Campus (A-2)

Speakers: TBA

 

Research Infrastructures Globally

Summary: With this interactive plenum discussion, our initiative of regional/international research infrastructure phenotyping initiatives aims to get in contact with their stakeholders and stimulate interaction between these initiative’s during this year’s IPPS2024. The session builds on a similar session during the IPPS7 in 2022 and provide a platform to exchange on the developments we have seen since then. In order to achieve the best outcomes, we consider the first part to be reserved to frame out & introduce the four initiatives NaPPN (North American Plant Phenotyping Network), EMPHASIS (European research infrastructure on Plant Phenomics), APPN (Australian Plant Phenotyping Network) & IPPN (International Plant Phenotyping Network) via brief presentations. After this, the representatives of the network will answer & discuss questions from the audience. Since this event will be at the beginning of an intensive and interesting week, and directly after a weekend full of travelling, we will ensure to have sufficient coffee available.

Aims
  • Raise awareness and provide information and latest news on major research infrastructure plant phenotyping initiatives of regional and global relevance, their scopes and benefits.
  • Provide a platform for exchange and discussion on potential synergies, alignment and joint activities on global level.
  • Prepare and strengthen future cooperation between these initiatives.

Contact: Roland Pieruschka, Sven Fahrner

Time: 90mins (10:30 - 12:00)

Location: Nebraska Innovation Campus

Speakers:

Richard Dickmann (University of Adelaide), Australian Plant Phenotyping Network

Valerio Hoyos-Villegas (McGill University), North American Plant Phenotyping Network

Stijn Dhondt (VIB), Roland Pieruschka (FZ Jülich), EMPHASIS

Philipp von Gillhaussen, International Plant Phenotyping Network

Open Source Pipeline for UAS and satellite based High Throughput Phenotyping Applications

Summary: Recent advances in sensor technology have revolutionized the assessment of crop health by providing fine spatial and high temporal resolutions at affordable costs. As plant scientists gain access to increasingly larger volumes of Unmanned Aerial Systems (UAS) and satellite High Throughput Phenotyping (HTP) data, there is a growing need to extract biologically informative and quantitative phenotypic information from the vast amount of freely available geospatial data. However, the lack of specialized software packages tailored for processing such data makes it challenging to develop transdisciplinary research collaboration around these data. This workshop aims to bridge the gap between big data and agricultural research scientists by providing training on an open-source online platform for managing big UAS HTP data known as Data to Science. Additionally, attendees will be introduced to powerful Python packages, namely Geemap and Leafmap, designed for the seamless integration and analysis of UAS and satellite images in various agricultural applications. By participating in this workshop, attendees will acquire the skills necessary to efficiently search, visualize, and analyze geospatial data within a Jupyter environment, even with minimal coding experience. The workshop provides a hands-on learning experience through practical examples and interactive exercises, enabling participants to enhance their proficiency and gain valuable insights into leveraging geospatial data for agricultural research purposes.

Contact:  Qiusheng Wu and Jinha Jung

Time: Half day (9:00 - 13:00)

Location: Nebraska Innovation Campus

Note: Please note that attendees need to bring their own laptops.

 

IPPN Working Group Kick-off: The Science of Plant Phenomics

Summary: Over the past decade, plant phenotyping has evolved from a collaborative interdisciplinary effort among researchers into a distinct scientific discipline, attracting researcher who dedicate their entire careers to it. This working group aims to further solidify the status of plant phenotyping as a scientific discipline. To achieve this goal, the group will devise a roadmap to identify, implement, and clarify the scope of plant phenotyping within the broader scientific community. As such, the group aims to enhance the profile of the plant phenomisist.

Contact: Alexander Bucksch

Time: 60mins (12:30 - 13:30)

Location: Nebraska Innovation Campus

Speakers: TBA

 

Industry Workshop:  Automated Multi-Stress Control, WUE and Early Detection Before Symptoms with Plantarray (Plant-DiTech)

Summary: Utilizing advanced Plant-Ditech methodology and technology, researchers can automatically control, monitor, and analyze multiple plant responses simultaneously and continuously, at an unprecedented accuracy and resolution, while managing multiple stress treatments. This includes the simulation of water deficits, flood events, varying nutrient and salinity levels, as well as integrating biotic components or biotic stresses to understand the symbiosis of different factors affecting plant productivity and growth. Additionally, this approach can be easily combined with atmospheric changes in controlled environments, such as temperature, light, humidity, and CO2 levels.

While controlling changes in irrigation and nutrient conditions, the system captures real-time, simultaneous and continuous physiological measurements. It allows researchers to identify and quantify plant Water-Loss, WUE, Stomata Activity and Biomass Growth before visual detection.

In this workshop, we will provide numerous examples from published studies in top journals, demonstrating the functional continuous phenotyping capabilities of the Plantarray system, which automatically manages different stressors while detecting plant reactions weeks before any visual symptoms appear. This is achieved by utilizing key physiological traits such as transpiration, stomatal conductance, and biomass gain measurements. The system’s insights have been found to correlate highly with field yield results.

Contact: Keren Moshelion

Time: 90mins (9:00 - 10:30)

Location: Nebraska Innovation Campus

Speakers:  Dror Geva

 

Industry Workshop: Combining the strength of multispectral imaging with gravimetric phenotyping for deeper understanding of plant physiology (Phenospex)

Summary: Combining the strength of multispectral imaging with gravimetric phenotyping to improve crop breeding at ICRISAT and Ag product development at Winfield United Phenospex’s PlantEye is a unique plant sensor combining 3D vision with the power of multispectral imaging. It captures plants non-destructively and delivers 20+ precise and objective plant parameters readily available in real time after each scan.

In addition, Phenospex has developed the DroughtSpotter, automating irrigation and the collection of high-quality gravimetric data to assess water use parameters of plants and enabling precision drought experiments. Moreover, the PlantEye and DroughtSpotter sensors can be combined providing an exceptional plant parameter set to assess plant growth for different applications. Customers who are working with Phenospex sensors will present their work and discuss their experience with the Phenospex sensors.
The workshop starts off with an overview of the Phenospex sensors followed by customer presentations:

Elizabeth Buescher and Cody Hoerning, Winfield United/USA:
"Innovative Insights: Enhancing WinField United Product Evaluation with PlantEye F500 and Drought Spotter"
The presentation will show how WinField United is utilizing the Phenospex F500 sensors to evaluate new and existing products in the pesticide, plant nutrition, and biological product space. WinField’s approach creates different stress environments within controlled environments to evaluate product claims. WinField United is a cooperative-owned company that supports retail owners across the United States to provide the best products and insights to their growers.  
 
Jana Khovola, ICRISAT/India:
Advanced pheno-tech to enhance genetic gains and cost-efficiency of breeding: A case of peanut breeding program in India
The presentation demonstrates how phenotyping technologies are being applied in the field to develop comprehensive breeding pipelines in India to breed peanuts adapted to climate change.  Starting off with crop models, ideotypes are defined for different target production environments and genotypes are evaluated on selected criteria in an experimental field with the Phenospex sensors and selected varieties are then further evaluated with a suite of phenotyping sensors in field experiments at the target locations. This approach provides significant improvements in speed and cost efficiency.
After the presentations, we’ll provide a live demonstration of the Phenospex PlantEye, where attendees can learn how to set up an experiment, scan plants and look at the immediately available 3D cloud points and 20 plant parameters. Attendees are welcome to try the PlantEye for themselves.
This workshop is a unique opportunity to not only learn about Phenospex’s technology and its applications but to discuss with customers about their experience when working with the sensors.

Contact: Paul McMahon

Time: 90mins (15:30 -17:30)

Location: Nebraska Innovation Campus

Speakers:  Elizabeth Buescher, Winfield United, USA, Cody Hoerning, Winfield United, USA, Jana Khovola, ICRISAT/Czech University of Life Sciences, India/Czech Republic, Alexander den Ouden, Phenospex, Mexico/Netherlands, Katrin Jakob, Phenospex, USA/Netherlands

 

Industry Workshop: Plant Observation Vantage Points: Infrastructure Designed to Address Next Generation Research Questions (HiPhen, Plant-DiTech, WPS)

Summary: Research infrastructure is critical to extracting more data for the development of varieties and crop inputs needed to address the challenges of 21st century agriculture.  Infrastructure facilitates the extraction of more information and intensifies the granularity of data that can be collected from research trials and scaled so that experiments can be large enough to capture the diversity of test material and replication required.

Impactful crop research infrastructure requires designs based on the questions being researched.  

Some of the design question that will be explored include:

-          Which sensors can capture the required information?

-          How do you orient the sensors to capture the data?

-          What are the constraints of the space?

-          Should you move plants to sensors or sensors to plants?

-          What throughput is required to capture the diversity and replication needed to discern differences at the granularity required?

-          How do you orchestrate the sensors to coordinate data acquisition, organization and analysis? 

-          How does this data inform field trialing decisions and vice versa?

Three experts in plant observation will discuss these questions and more from their unique perspectives in engineering, physiology, and image analytics.

Contact: Dror Geva, Michael Meijler, Alexis Comar

Time: 90mins (13:30 - 15:00)

Location: Nebraska Innovation Campus

Speakers:  TBA

 

Affordable Plant Phenotyping Workshop

Summary: Join us for a groundbreaking workshop exploring innovative techniques in affordable plant phenotyping. Discover how AI leverages off-the-shelf microcontrollers like Arduino and Raspberry Pi to maximize efficiency and accessibility in plant research. Explore emerging technologies such as
computer vision and machine learning algorithms that are reshaping phenotyping methodologies. Engage with leading experts as they unveil
cutting-edge strategies utilizing low-cost sensors and data analytics to revolutionize phenotyping on a budget. Gain insights into the future of agricultural technology and harness the power of AI to accelerate scientific discoveries in plant biology.

Contact Vinicius Lube, Valerian Meline

Time: 60mins (16:00 - 17:30)

Location: Nebraska Innovation Campus

 Speakers:  

-  Vinicius Lube, NPEC Utrecht University, Nederland, "IPPN Affordable phenotyping working group"

-  Minjuan Wang, China Agricultural University, China, "High Throughput 3D Phenotyping of Canopy Occupation Volume as a Major Predictor of Canopy Photosynthesis"

-  Fang He, jülich forschungszentrum, Germany, "Monitoring the flower development in Arnica for better estimations of harvesting times"

 - Julien Garnier, INRAe Angers France, "Embedded AI on connected stick for soil coverage estimation"

 -  B. de Solan, G. Daubige, S. Thomas, K. Beauchêne LITERAL, a handheld system for accurate field crops phenotyping; Application to wheat crop monitoring

IPPS8 Main Program

October 8


Day 1 

Session 1: Phenotyping of Biotic & Abiotic Stress Responses

Session chair: Bettina Berger

Keynote: Katie Gold

 

- Early Phenotype Detection: Unveiling Herbicide Response Before Visible Symptoms Emerge (Lucia Acosta-Gamboa)

- Phenotyping of Nonhost Resistance Responses to Puccinia sorghi in Diverse Sorghum Accessions (Brandi Sigmon)

- Pheno-Omics to Mine Adaptative Variation Related to Drought in Norway Spruce Seedlings (Jakub Jez)

- Phenotyping Hair-Like Structures Below Ground: Not Every Epidermal Extension is a Root Hair (Alexander Bucksch)

 

Poster flashes 1:

Gehan, Malia "What Phenotypes Matter? Open Challenges in Plant Phenomics with PlantCV"

Gesto Borroto, Reinier "Phenotyping rice (Oryza sativa L.) var. Kitaake to evaluate the effect of a prebiotic-based biostimulant on the plant growth and yield"

Kudenov, Michael "Beyond spectral imaging: Portable leaf-clip Mueller matrix polarization imaging for plant stress phenotyping"

Park, Jung-Hyun "Evaluation of Sicyos angulatus, an Invasive Exotic Weed, Distribution using Drone Imagery

 

Session 2: Industry Session: From State-of-the-art Towards the Future

Session chair: Vincent Jalink

Keynote; Bonnie Brayton

 

- New Method: Whole-Plant Physiological Identification and Quantification of Disease Progression (Keren Moshelion & Shani Friedman)

- Drone Sampling for Phenotyping Applications (Samuel Oswald)

GridCast: An Efficient 3D Plant Segmentation and Attribution Method for Plant Parameter Extraction (Andras Toth)

-  High-Throughput 3D Phenotyping Across the Entire Lifecycle From Seeds to Seedlings and Adult Plants Using 3D Xray CT (Bas van Eerdt)

 

Poster flashes 2

De Jode, Kirby "Smart glasses – an emerging platform for plant phenotyping and crop science collaboration"

Lejeune, Pierre "APIC : An indoor qualitative phenotyping system for optimization of high added-value productions"

Miart, Fabien "Expanding the Plant Phenotyping Landscape with MIAtecs’ High-Throughput Microscopy Solutions (HTMPP)"

Pariyar, Shree "Multi-modal Phenotyping pipelines Accelerates the Development of Engineered Root System"

Someno, Daiki "A comparative study of plant phenotyping workflows based on 3D reconstruction from multi-view images"

 

Poster session 1 and drinks

IPPN General Assembly 

 

October 9


 Day 2

Session 3: Phenotyping of Allocation & Source-Sink Dynamics in Woody- & Herbaceous Plants

Session chair: John Burley

Keynote: Hendrik Poorter

 

- Advanced Screening of Root System Architecture (RSA) in the Lens Genus (Salma Rouichi)

- Estimation of Plant Area Index & 3D Plant Area Distribution on Wheat Canopies From a Terrestrial LiDAR System For High-Throughput Field Phenotyping (Raul Lopez-Lozano)

- Syndrome “Basses Richesses” Disease Induces Heterogenic Allocation of Carbon in Growing Sugar Beet (Kwabena Agyei)

-  The Australian Plant Phenotyping Network: Your Partner for Plant Phenotyping (Richard Poiré)

 

Poster flashes 3

Burley, John"Phenotyping Forest Trees Using Satellite Time Series Data"

Kumagai, Etsushi "High-Throughput Phenotyping of Soybean Above-Ground Biomass and Leaf Area Index Using Full-Band and Selected Bands from Hyperspectral Reflectance in the Visible and Near-Infrared Regions"

Mangal, Harshita "Transcriptomic studies in sorghum identifies genes and microRNAs responsible for floweringtime in sorghum"

Mayorga, Mildred "Root phenotyping in tropical forage grasses and potential for soil organic carbon accumulation"

MVS, Sai Subhash "Revealing the genetic architecture in sorghum seedling traits for different nitrogen responses"

Popowski, Elizabeth "Comparative analysis of yield assessment techniques in a perennial kiwifruit crop"

 

Session 4: Next level AI, Models & Algorithms for Phenomics

Session chair: Arti Singh

Keynote: Baskar Ganapathysubramanian

 

- Temporal Image Sandwiches Enable Link Between Functional Data Analysis & Deep Learning For Single-Plant Cotton Senescence (Aaron DeSalvio)

- Intelligent Decision Support for Plant Breeding Using Computational Argumentation (Elizabeth Sklar)

- Evaluating Neural Radiance Fields (NeRFs) for Efficient & Scalable 3D Sorghum Canopy Reconstruction via UAVs (Chrisbin James)

- Quantifying Sprouting Dynamics of Potato Seed Tubers Using Time-Series Point Clouds (Ting Jiang)

 

Poster flashes 4

Blok, Pieter"Potato yield estimation on a harvester using high-throughput 3D shape completion"

Guo, Wei "Global Wheat full semantic segmentation of complex canopies"

Okada, Mashiro "Construction of soybean growth model to achieve efficient weed control based on UAV-remote sensing and no-linear mixed effect model"

Shepard, Nicholas "Deep Learning-Based High-Throughput Phenotyping of Maize (Zea Mays L.) Tasseling From AUS Imagery Across Environments"

Siler, Eleanor "Detecting and Characterizing Trees with Remote Sensing Data using Computer Vision"

 

Poster session 2 and drinks

 

October 10


Day 3

Session 5:  Advancing Crop Phenotyping in African: Exploring Perspectives

Session chair: Valerio Hoyos-Villegas

Keynote: Michel Ghanem

 

- PHENO-MA: A High-Throughput Phenotyping Platform For Advancing Agri-Food System Resilience in Africa Under Climate Change (Moez Amri)

- Genetic Analysis of Photosynthetic Traits in Maize (Ali Waqar)

- Advanced Pheno-Tech to Enhance Genetic Gains & Cost-Efficiency of Breeding (Jana Khlova)

- Scaling Up Phenotyping Research Through Industry Partnerships in Sweetpotato Production (Enrique Pena Martinez)

 
Poster flashes 5

Alomran, Maryam "Impact of Endophytes, Cultivars, and Origin of Phoenix dactylifera in Seed Germination"

Aminu Adnan, Adnan       

Kambizi, Learnmore "Geographic based phenolic compound variations in South African Schinus molle L. peppercorns"

Kamboj, Akashdeep "Harnessing Spectral Imaging for In-Season Hybrid Wheat Yield Prediction"

Katamba, Ronald "Health Monitoring, traceability for cattle using LoRaWan and drone technology"

 

Session 6: Phenomics for Genebanks: Leveraging diversity towards new phenotypes 

Session chair: Philipp von Gillhaussen

Keynote: Peter Wenzl

 

- Network feature-based phenotyping of leaf venation robustly reconstructs the latent space (Koji Noshita)

- Spatiotemporal Dynamics of Heat Stress Response in Rice Using a 3D-Reconstrution Approach (Harkamal Walia)

-  Phenotypic Variability Analysis of Dwarf Coconut (Cocos nucifera L.) Genotypes for Yield & Yield-Component Traits (Linda Arhin)

-  OzBarley: From Genome to Phenome & Back Again (Bettina Berger)

 

Poster flashes 6

Buden, Masa "Evaluating Seed Priming Techniques in Soybean (Glycine max.) Using Thermal Imaging to Enhance Germination and Crop Resilience"

Feldman, Alexander "Quantification and morphometric analysis of tuber shapes of potato (Solanum tuberosum) using spherical harmonics "

Rairdin, Ashlyn    

Torres, Vladimir "How stable are the genetic markers associated with gene expression as molecular phenotypes?"

 

Conference Diner & Party

 

October 11


Day 4

Session 7: Emerging Frontiers & Special Applications in Plant Phenotyping

Session chair: Stefan Gerth

Keynote: Theo van der Lee

 

- Frontiers in Plant Phenomics (Addie Thomson)

- Exploiting Very High Spatial Resolution (VHR) Sattellite Constellations for Core Phenotyping (Rhianna McAneny)

-  LLM-Based Framework to Orchestrate & Manage Analytical Pipelines on Multidimensional Remote Sensing Datasets (Henry Ruiz Guzman)

- SMART: Speedy Measurement of Arabidopsis Rossette Traits (Suxing Liu)

 

Poster Flashes

Burridge, James "Enhancing UAV based phenotyping for optimization of wheat tiller density, yield and yield quality"

Carpenter, Joshua "Close-Range Photo Scanning for Soybean Root Structure Analysis"

Durham Brooks, Tessa "Plant phenotyping as computation by undergraduates in the DIVAS Alliance program"

Manching, Heather "Transforming Advanced Machine Learning Algorithms into User-Friendly Tools for Breeding"

Romero Barrios, Juan Manuel "Photosynthes phenotpying in the field under abiotic and biotic stress"

 

Closing of IPPS2024

 

Excursions (field trips and cultural visits)