PhD from TU Wien
#MachineLearning #DeepLearning #ComputerVision #ExplainableAI #GaitAnalysis #BiomechSky
• Comparable performance to #OpenCap
• Challenges in #ankle #kinematics
• Reliable kinematics (RMSD ≈ 3°)
• Reasonable accuracy (RMSD ≈ 5.5°)
→ promising for #remote & #home-based #gait #assessment
• Comparable performance to #OpenCap
• Challenges in #ankle #kinematics
• Reliable kinematics (RMSD ≈ 3°)
• Reasonable accuracy (RMSD ≈ 5.5°)
→ promising for #remote & #home-based #gait #assessment
✔️ Understand
✔️ Trust
✔️ Use responsibly
Big thanks to my coauthors:
Roberto Labadie, Xihui Chen, Adrian Jaques Böck, Andreas Babic, Liz Freimann, Christiane Atzmüller & Matthias Zeppelzauer
✔️ Understand
✔️ Trust
✔️ Use responsibly
Big thanks to my coauthors:
Roberto Labadie, Xihui Chen, Adrian Jaques Böck, Andreas Babic, Liz Freimann, Christiane Atzmüller & Matthias Zeppelzauer
✅ #SCBM balance interpretability & performance
✅ They achieve (or surpass) state-of-the-art results
✅ Compete even with large #Transformers
✅ #SCBM balance interpretability & performance
✅ They achieve (or surpass) state-of-the-art results
✅ Compete even with large #Transformers
🔹 Distilling knowledge from #LLMs into transparent #SCBM
🔹 Using domain-specific human-understandable adjectives as concepts
🔹 A novel class-discriminative loss for #interpretability
🔹 Applied to #hate & #counterspeech recognition
🔹 Distilling knowledge from #LLMs into transparent #SCBM
🔹 Using domain-specific human-understandable adjectives as concepts
🔹 A novel class-discriminative loss for #interpretability
🔹 Applied to #hate & #counterspeech recognition
This way, the model explains why it decides.
This way, the model explains why it decides.
📄https://doi.org/10.1016/j.ipm.2025.104309
📄https://doi.org/10.1016/j.ipm.2025.104309
#ESB2025 #ESB #Biomechanics #AIinBiomechanics #ExplainableAI #GaitAnalysis #HumanMovement #ML #XAI
#ESB2025 #ESB #Biomechanics #AIinBiomechanics #ExplainableAI #GaitAnalysis #HumanMovement #ML #XAI
🎤 “𝗕𝗥𝗘𝗔𝗞𝗜𝗡𝗚 𝗕𝗔𝗥𝗥𝗜𝗘𝗥𝗦 𝗜𝗡 𝗛𝗨𝗠𝗔𝗡 𝗠𝗢𝗧𝗜𝗢𝗡 𝗖𝗔𝗣𝗧𝗨𝗥𝗘 𝗪𝗜𝗧𝗛 𝗔𝗜-𝗣𝗢𝗪𝗘𝗥𝗘𝗗 𝗟𝗢𝗪-𝗖𝗢𝗦𝗧 𝗠𝗔𝗥𝗞𝗘𝗥𝗟𝗘𝗦𝗦 𝗦𝗬𝗦𝗧𝗘𝗠𝗦”
🕥 Room G5 | Tuesday 08/July/2025, 10:25 – 10:45am
#ESB2025 #ESB
🎤 “𝗕𝗥𝗘𝗔𝗞𝗜𝗡𝗚 𝗕𝗔𝗥𝗥𝗜𝗘𝗥𝗦 𝗜𝗡 𝗛𝗨𝗠𝗔𝗡 𝗠𝗢𝗧𝗜𝗢𝗡 𝗖𝗔𝗣𝗧𝗨𝗥𝗘 𝗪𝗜𝗧𝗛 𝗔𝗜-𝗣𝗢𝗪𝗘𝗥𝗘𝗗 𝗟𝗢𝗪-𝗖𝗢𝗦𝗧 𝗠𝗔𝗥𝗞𝗘𝗥𝗟𝗘𝗦𝗦 𝗦𝗬𝗦𝗧𝗘𝗠𝗦”
🕥 Room G5 | Tuesday 08/July/2025, 10:25 – 10:45am
#ESB2025 #ESB
#AI #MachineLearning #Rehabilitation #Sonification #GaitAnalysis
#AI #MachineLearning #Rehabilitation #Sonification #GaitAnalysis
doi.org/10.1016/j.ga...
doi.org/10.1016/j.ga...
📚 de Jesus Oliveira et al. (2023). 𝗔𝘂𝗱𝗶𝘁𝗼𝗿𝘆 𝗳𝗲𝗲𝗱𝗯𝗮𝗰𝗸 𝗶𝗻 𝘁𝗲𝗹𝗲-𝗿𝗲𝗵𝗮𝗯𝗶𝗹𝗶𝘁𝗮𝘁𝗶𝗼𝗻 𝗯𝗮𝘀𝗲𝗱 𝗼𝗻 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲𝗱 𝗴𝗮𝗶𝘁 𝗰𝗹𝗮𝘀𝘀𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻. 𝘗𝘦𝘳𝘴𝘰𝘯𝘢𝘭 𝘢𝘯𝘥 𝘜𝘣𝘪𝘲𝘶𝘪𝘵𝘰𝘶𝘴 𝘊𝘰𝘮𝘱𝘶𝘵𝘪𝘯𝘨 27, 1873–1886 (2023).
doi.org/10.1007/s007...
📚 de Jesus Oliveira et al. (2023). 𝗔𝘂𝗱𝗶𝘁𝗼𝗿𝘆 𝗳𝗲𝗲𝗱𝗯𝗮𝗰𝗸 𝗶𝗻 𝘁𝗲𝗹𝗲-𝗿𝗲𝗵𝗮𝗯𝗶𝗹𝗶𝘁𝗮𝘁𝗶𝗼𝗻 𝗯𝗮𝘀𝗲𝗱 𝗼𝗻 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲𝗱 𝗴𝗮𝗶𝘁 𝗰𝗹𝗮𝘀𝘀𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻. 𝘗𝘦𝘳𝘴𝘰𝘯𝘢𝘭 𝘢𝘯𝘥 𝘜𝘣𝘪𝘲𝘶𝘪𝘵𝘰𝘶𝘴 𝘊𝘰𝘮𝘱𝘶𝘵𝘪𝘯𝘨 27, 1873–1886 (2023).
doi.org/10.1007/s007...
🔗 𝗗𝗼𝘄𝗻𝗹𝗼𝗮𝗱 𝗵𝗲𝗿𝗲: github.com/fhstp/Intell...
💻 𝗡𝗼 𝗶𝗻𝘀𝘁𝗮𝗹𝗹𝗮𝘁𝗶𝗼𝗻 𝗻𝗲𝗲𝗱𝗲𝗱: just 𝗱𝗼𝘄𝗻𝗹𝗼𝗮𝗱, 𝘂𝗻𝗽𝗮𝗰𝗸, and 𝗿𝘂𝗻 in Vicon Nexus 2.14+
💡 𝗟𝗼𝗼𝗸𝗶𝗻𝗴 𝗮𝗵𝗲𝗮𝗱: Stay tuned for an even larger evaluation coming soon!
#Gait #GaitAnalysis #Biomechanics #Kinematics #MachineLearning #DeepLearning
🔗 𝗗𝗼𝘄𝗻𝗹𝗼𝗮𝗱 𝗵𝗲𝗿𝗲: github.com/fhstp/Intell...
💻 𝗡𝗼 𝗶𝗻𝘀𝘁𝗮𝗹𝗹𝗮𝘁𝗶𝗼𝗻 𝗻𝗲𝗲𝗱𝗲𝗱: just 𝗱𝗼𝘄𝗻𝗹𝗼𝗮𝗱, 𝘂𝗻𝗽𝗮𝗰𝗸, and 𝗿𝘂𝗻 in Vicon Nexus 2.14+
💡 𝗟𝗼𝗼𝗸𝗶𝗻𝗴 𝗮𝗵𝗲𝗮𝗱: Stay tuned for an even larger evaluation coming soon!
#Gait #GaitAnalysis #Biomechanics #Kinematics #MachineLearning #DeepLearning
📄https://doi.org/10.1016/j.gaitpost.2025.01.049
#AI #ML #Gait #Biomechanics #Kinematics #MachineLearning #DeepLearning
📄https://doi.org/10.1016/j.gaitpost.2025.01.049
#AI #ML #Gait #Biomechanics #Kinematics #MachineLearning #DeepLearning