Anwai Archit
University of Göttingen
Germany
EMBL Course
The advent of deep learning has brought a revolution in the field of computer vision, including most tasks and research questions concerned with microscopy image analysis. Neural networks have been successfully used for image restoration, classification and segmentation, for the detection of objects and characterisation of their morphology, and for high-throughput imaging and large-scale processing in 3D. Despite these advances, training and deployment of such neural networks remains difficult for practitioners of image analysis. The aim of our course is to close this gap and teach the participants, in the most hands-on way possible, to apply deep learning-based methods to their own data and image analysis problems.
This time, we aim not to start from scratch but to address participants who already had their first experience training a network in their own code, either in a course or through their own experimentation. Together, we will troubleshoot and debug, evaluate more advanced methods and learn about the state-of-the-art in the field.
This course is aimed at both core facility staff and research scientists. Prerequisites for this workshop are programming experience in Python, including solid knowledge of operations with images and first experience of applying deep learning algorithms.
“I attended the Deep Learning course and I couldn’t be happier with that decision. The venue, the instructors, the content and the organization was excellent. Social interactions were on par, definitely a great experience.” – Alberto Díez, CEMIR – NTNU, Norway
“I recently attended the ‘Deep learning for Image analysis’ course at EMBL and I cannot
express enough how immensely useful, informative and enjoyable it was. The course not only gives the participants a complete overview and understanding of existing tools and techniques through lectures given by experts in the field, but it also provides them with the opportunity to apply these techniques on their own data and scientific problem. I really appreciated the overall hands-on approach and I am extremely grateful for the trainers help throughout the practicals.” – Camille Lambert, EPFL, Switzerland
University of Göttingen
Germany
EMBL Heidelberg
Germany
EPFL
Switzerland
EMBL-EBI
United Kingdom
HHMI’s Janelia Research Campus
USA
EMBL Heidelberg
Germany
Human Technopole
Italy
EMBL Heidelberg
Germany
University of Birmingham
United Kingdom
University of Göttingen
Germany
EMBL Heidelberg
Germany
Human Technopole
Italy
EMBL Heidelberg
Germany
EMBL Heidelberg
Germany
Dresden University of Technology
Germany
Human Technopole
Italy
Human Technopole
Italy
EMBL Heidelberg
Germany
University of Göttingen
Germany
Dresden University of Technology
Germany
Course and Conference Officer
EMBL Heidelberg
Germany
Scientific Training Officer
EMBL Heidelberg
Germany
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Monday, 13 January 2025
Monday, 20 January 2025
Monday, 3 February 2025
Time (Europe/Berlin) | Session | Location |
---|---|---|
08:40 – 08:55 | Bus from ISG hotel to EMBL ATC Entrance | ISG Hotel |
08:55 – 09:20 | Arrival and registration | Courtyard Room A & B |
09:20 – 09:40 | Welcome, house notes and course overview | Courtyard Room A & B |
09:40 – 10:40 | Participants present their data and problem at hand (2 min each) | Courtyard Room A & B |
10:40 – 11:10 | Coffee break | Courtyard Room A & B |
11:10 – 12:10 | TAs present themselves and the problems they are working on | Courtyard Room A & B |
12:10 – 13:00 | Lunch | EMBL Canteen |
13:00 – 14:00 | Lecture: Useful tricks, tools and practices (interactive session) Florian Jug – Human Technopole, Italy Anna Kreshuk – EMBL Heidelberg, Germany Constantin Pape – University of Göttingen, Germany Martin Weigert – Dresden University of Technology, Germany | Courtyard Room A & B, Flex Lab A, Flex Lab B, Computer Training Lab |
14:00 – 18:00 | Practical: Focus on Own Data I | |
18:00 – 19:00 | Dinner | EMBL Canteen |
19:00 – 19:15 | Bus to ISG Hotel | ATC entrance |
Time (Europe/Berlin) | Session | Location |
---|---|---|
08:40 – 08:55 | Bus from ISG hotel to EMBL ATC Entrance | ISG Hotel |
08:55 – 09:00 | Overview of the day – Segmentation | Courtyard Room A & B |
09:00 – 10:00 | Lecture: Segmentation Anna Kreshuk – EMBL Heidelberg, Germany | Courtyard Room A & B |
10:00 – 10:15 | Coffee break | Courtyard Room A & B |
10:15 – 11:00 | Lecture: Existing segmentation tools and how to extend them TBC | Courtyard Room A & B |
11:00 – 11:30 | Coffee break and discussion | Courtyard Room A & B |
11:30 – 12:30 | Practical: Focus on own data II | Courtyard Room A & B, Flex Lab A, Flex Lab B, Computer Training Lab |
12:30 – 13:30 | Lunch | EMBL Canteen |
13:30 – 18:00 | Practical: Focus on own data II | Courtyard Room A & B, Flex Lab A, Flex Lab B, Computer Training Lab |
18:00 – 19:00 | Dinner | EMBL Canteen |
19:00 – 19:15 | Bus to ISG Hotel | ATC entrance |
Time (Europe/Berlin) | Session | Location |
---|---|---|
08:40 – 08:55 | Bus from ISG hotel to EMBL ATC Entrance | ISG Hotel |
08:55 – 09:00 | Overview of the day – Transformer | Courtyard Room A & B |
09:00 – 10:00 | Lecture: Introduction to Transformers and applications Constantin Pape – University of Göttingen, Germany | Courtyard Room A & B |
10:00 – 10:15 | Coffee break | Courtyard Room A & B |
10:15 – 11:00 | Lecture: Transformers for tracking Martin Weigert – Dresden University of Technology, Germany | Courtyard Room A & B |
11:00 – 11:30 | Coffee break and discussion | Courtyard Room A & B |
11:30 – 12:30 | Practical: Focus on Own Data III or FlexProject I (play with transformers) | Courtyard Room A & B, Flex Lab A, Flex Lab B, Computer Training Lab |
12:30 – 13:20 | Lunch | EMBL Canteen |
13:20 – 13:35 | Group photo | |
13:35 – 17:55 | Practical: Focus on Own Data III or FlexProject I (play with transformers) | Courtyard Room A & B, Flex Lab A, Flex Lab B, Computer Training Lab |
17:55 – 18:25 | Bus to Downtown | ATC entrance |
18:25 – 19:55 | Free time | Heidelberg Downtown |
19:55 – 21:55 | Dinner Dowtown | TBC |
Time (Europe/Berlin) | Session | Location |
---|---|---|
08:40 – 08:55 | Bus from ISG hotel to EMBL ATC Entrance | ISG Hotel |
08:55 – 09:00 | Overview of the day – GenerativeAI | Courtyard Room A & B |
09:00 – 10:00 | Lecture: Introduction to Generative models Alexander Krull- University of Birmingham, United Kingdom | Courtyard Room A & B |
10:00 – 10:15 | Coffee break | Courtyard Room A & B |
10:15 – 11:00 | Lecture: Generative models for image restoration, channel unmixing and other tasks Florian Jug – Human Technopole, Italy | Courtyard Room A & B |
11:00 – 11:30 | Coffee break and discussion | Courtyard Room A & B |
11:30 – 12:30 | Practical: Focus on Own Data IV or Flex Project II (play with generative models) | Courtyard Room A & B, Flex Lab A, Flex Lab B, Computer Training Lab |
12:30 – 13:30 | Lunch break | EMBL Canteen |
13:30 – 18:00 | Practical: Focus on Own Data IV or Flex Project II (play with generative models) | Courtyard Room A & B, Flex Lab A, Flex Lab B, Computer Training Lab |
18:00 – 18:45 | Pizza dinner | ATC Rooftop Lounge |
18:45 – 19:45 | Roundtable discussion – Technologies to watch | ATC Rooftop Lounge |
19:45 – 20:00 | Bus to ISG Hotel | ATC entrance |
Time (Europe/Berlin) | Session | Location |
---|---|---|
08:40 – 08:55 | Bus from ISG hotel to EMBL ATC Entrance | ISG Hotel |
08:55 – 09:00 | Overview of the day | Courtyard Room A & B |
09:00 – 09:45 | Practical: Conclusion | Courtyard Room A & B |
10:05 – 10:35 | Coffee break and discussion | Courtyard Room A & B |
10:35 – 12:05 | Preparation for group presentation | Courtyard Room A & B, Flex Lab A, Flex Lab B, Computer Training Lab |
12:05 – 12:50 | Lunch | EMBL Canteen |
12:50 – 14:20 | Group activity: Presentations by the participants: what worked, what didn’t, what could be done next | Courtyard Room A & B |
14:20 – 14:40 | Coffee break | Courtyard Room A & B |
14:40 – 16:10 | Group activity: Presentations by the participants: what worked, what didn’t, what could be done next | Courtyard Room A & B |
16:10 – 16:25 | Wrap-up and Departures | Courtyard Room A & B |
16:25 – 16:45 | Bus to Heidelberg Train Station | ATC entrance |
The course is limited to 20 participants. For selection purposes, please note that your application will not be considered without a letter of motivation.
Registration fees include admission, course materials, meals and coffee breaks. Participants are expected to book and pay their own accommodation and travel expenses.
Academia | €715 |
PhD Student | €715 |
Industry | €1200 |
A letter to support your visa application will be issued, on request, once payment of the registration fee is confirmed. We recommend that you book your visa appointment as soon as possible, to avoid any delay with your visa application.
The registration fee should be paid only after acceptance to the course. The results will be announced approximately 2-3 weeks after the application deadline.
After you have logged in and successfully registered, you will receive an email asking you to submit your motivation letter. Click on the link provided and enter your motivation letter in the text box provided. Alternatively you can submit your motivation letter by clicking on the link on the confirmation page directly after registering.
Instructions
Please note:
For detailed instructions, please watch our video on how to submit a course motivation letter.
For further information about registration and motivation letter submission please refer to the FAQ page.
Limited financial assistance is provided by the EMBL Advanced Training Centre Corporate Partnership Programme and EMBO in the form of registration fee waivers, travel grants and childcare grants.
Your place in the meeting is only confirmed by paying the registration fee, which is mandatory even when receiving a fee waiver.
The fee waiver will cover the registration sum that you have paid to attend the course.
The travel grant will cover the cost of travel (airfare, train, bus, taxi, accommodation, visa, and/or registration fees*) and is provided up to specified caps which are normally as follows:
– up to €400 for participants travelling to an EMBL Course within Europe.
– up to €1000 for participants travelling to an EMBL Course from outside Europe.
– up to €500 for any participant travelling to an EMBO Practical Course.
– up to €1000 for any participant working in Chile, India, Singapore or Taiwan travelling to an EMBO Practical Course.
– up to €700 for any participant working in Croatia, Czech Republic, Estonia, Greece, Hungary, Italy, Lithuania, Luxembourg, Poland, Slovenia, and Turkey travelling to an EMBO Practical Course.
*Registration fees are only covered for EMBO Practical Courses
The organisers may reduce the grant cap to accommodate more participants. Recipients will be notified of their travel cap amount when they are informed of the outcome of their application. Original receipts must be provided with your signature for all costs incurred within two months of completion of travel. Scanned copies cannot be accepted.
There is the possibility to apply for a childcare grant to offset child care costs incurred by participants, speakers, trainers and organisers when attending a course. Eligible costs include (but are not limited to) fees for a babysitter or child-care facility and travel costs for a caregiver. Please note that priority will be given to early-stage researchers. There is a limited amount of funding available for the childcare grants and funds will be distributed amongst eligible applicants.
Applies to selected courses only. Availability will be indicated during the abstract or motivation letter submission process.
This grant covers costs related to your attendance to the course (registration, travel and accommodation costs). The grant is restricted to PhD students and postdocs who conduct basic biomedical research.
Whether you are eligible to apply for a travel grant, depends on when you received your university entrance qualification (e.g. Abitur, A-Levels, High School Diploma, Final State Examination):
– for PhD and MD students, as well as graduates, the university entrance qualification must not have been obtained more than 11 years ago at the time of the envisaged course
– for postdocs, the university entrance qualification must not have been obtained more than 13 years ago at the time of the envisaged course
If you are attending virtually, you can apply for financial assistance in the submission portal by the abstract deadline. Read the instructions on how to apply for financial assistance. Only submissions for financial assistance will be accepted. Presentation abstracts cannot be submitted here and will be declined.
In your application you will be asked to summarise your current work, answer questions regarding why your lab cannot fund your attendance, and how your attendance will make a difference to your career. Application for financial support will not affect the outcome of your registration application.
*For some events, applications for Childcare Grants will still be done by email. Information about the grant will be sent out shortly after the abstract/motivation letter deadline. Please contact the event Conference Officer if you have any questions.
The scientific organisers will select the recipients of registration fee waivers during the participant selection process for courses. Results will be announced approximately 6 – 8 weeks before the event start date, however for some events this may be delayed. Selection results do not impact your admission to the meeting. Selection for registration fee waivers and travel grants is based on scientific merit, your current work or study location, the reasons for needing financial support, and the impact this event will have on your career.
Childcare grants will be allocated in the same timeframe (6-8 weeks before the event start date). Please note that priority will be given to early-stage researchers.
Check out this list of external funding opportunities or get more information on attending the conference as an event reporter.
For further information about financial assistance please refer to the FAQ page.
Accommodation is not included in the registration fee. Participants are expected to book and pay for their own accommodation. A mix of single and twin rooms have been reserved for 5 nights from Sunday 16 to Friday 17 February at ISG hotel. Single rooms are limited and will be available on a first come, first served basis. After the selection process, selected participants should contact the hotel directly to make a booking with the code MAC25-01 by the deadline of Thursday 16 January 2025.
We recommend that all course participants stay at the dedicated hotel for the course.
For travel information, please see here.
If you are travelling to the conference within Germany then you are eligible for the Deutsche Bahn ‘Event Ticket’ (called the ‘Veranstaltungsticket’ in German). This will result in a lower ticket price if your travel distance to Heidelberg is more than 100 km. You need to provide proof of your event attendance when purchasing the ticket.
For more information in English see here or in German see here.
You can book your ticket here.
Shuttle buses will go from the ISG Hotel to EMBL and back, mornings and evenings. A bus schedule and location of the bus stops will be made available prior to the meeting.
Address: EMBL Heidelberg, Meyerhofstraße 1, 69117 Heidelberg, Germany
For more information about accommodation and travel, please refer to the FAQ page.
All meals and coffee breaks are included in the registration fee. Our catering staff will prepare a wide variety of vegetarian meals, meat and fish dishes, soups, pasta, fresh fruit and vegetables, as well as a variety of desserts.
Please wear your badge at all times when serving yourself.
No food or drinks are allowed in the laboratories.
In most places the electricity is 220 volts AC (50 cycles). An adaptor and a plug that fits the German socket may be needed for your appliances/laptop (i.e. American, Japanese, etc.). A USB charging station for electronic devices is available at the registration desk..
If you are interested in purchasing EMBL merchandise (products presented in the glass display in the registration area), please email the EMBL shop to place an order or get in contact with your Course Organiser.
Kindly note the EMBL shop is only open upon request and all purchases must be made in cash (Euros only).
Please read EMBL’s COVID-19 safety policy for on-site events.
Do not smoke in any EMBL building.
Eating and drinking is prohibited in all laboratories.
Do not enter any restricted areas or the laboratories unless instructed to do so.
If first aid is required …
In case of fire …
Beyond first aid…
Please remember to bring your own medication, if needed, to the conference. Note that the next pharmacy is a 4-minute drive from the EMBL, but for many medications you will be required to see a doctor to get a prescription.
Ensure in advance that your medical insurance will cover you during your visit in the event that you do need to see a doctor while in Heidelberg. In any case, the EMBL Course and Conference Office will assist you to get to the pharmacy and a doctor of your choice if necessary.
Wi-Fi is available on campus. Log in using the EMBL-Events network and the event specific password, which will be provided on site. The eduroam network (secure, worldwide roaming access service developed for the international research and education community) is also available.
‘’Lost and Found’’ items are kept at the registration desk until the end of the conference.
There are lockers available on-site to store your luggage, which require a 2 EURO coin to operate. There is another luggage room on level E0, which is free to use but remains unlocked during the conference.
There is a nursing room available in the ATC Rooftop Lounge on level A29.
During the conference, an EMBL Photographer may be taking photos. If you would not like to appear in these, please inform the photographer or a member of the Course and Conference Office.
We can help to print your boarding pass/train ticket. Please send it to events@embl.de and collect your print-outs at the registration desk.
There is a room for prayer, meditation, and yoga located on level E0 behind the Auditorium. Please be respectful of others using the room.
A variety of activities in Heidelberg can be found on the website of Heidelberg Marketing.
During the event, we provide conference shuttle buses to and from EMBL. In addition, there is the public bus 39A that serves the EMBL campus and taxis can be easily booked at any time. Information on the shuttle buses can be found on the individual event website and more detailed information on travelling to EMBL can be found on our Travel Information page.
Please find additional information including FAQs and terms and conditions on our Information for Participants page.
Media partners
Imaging and Microscopy, a Wiley magazine
Sponsorship opportunities
We offer a variety of event sponsoring possibilities, with the flexibility to select a set sponsorship package or combine individual sponsorship options to suit your event budget. Discounts are available for companies sponsoring multiple events at EMBL Heidelberg. View other events, or contact sponsorship@embl.de for further information.
If you are interested in becoming a media partner of this event, please visit our media partnerships webpage.
EMBL wishes to warn sponsors of EMBL conferences and courses of fraudulent schemes purporting to offer sponsorship opportunities on behalf of EMBL or affiliated with EMBL officials. One current scam campaign of which we are aware is conducted using the name ‘Judy Eastman’ (judy@gopcontact.a2hosted.com) and entails approaches to sponsors offering sponsorship opportunities on EMBL’s behalf. Please be kindly advised that all relevant communication regarding sponsorship of EMBL conferences, symposia and courses is handled by EMBL directly and is sent from an official EMBL account. EMBL does not work with any external providers on sponsorship acquisition.
Please also note that:
Suspicious communications purportedly from, for or on behalf of EMBL should be reported to EMBL at the following email address sponsorship@embl.de.
Want to let others know you’re attending this event? Take a look at our shareable media and feel free to use them in your social media channels or presentations.
Date: 17 - 21 Feb 2025
Location: EMBL Heidelberg
Venue: EMBL Advanced Training Centre
Deadline(s):
Closed
Organisers:
Contact: Catherine Casas-Saavedra