UNSURE workshop 2025
@UNSURE_Workshop
This workshop serves as a platform for the MICCAI community to discuss and debate crucial aspects of safety and uncertainty in medical image applications.
The 7th edition of the UNSURE Workshop is happening in Daejeon, South Korea! 📅 Deadline: June 25, 2025 🌐 unsuremiccai.github.io 🤝 With the UQinMIA Tutorial: sites.google.com/view/uqinmia-m… #MICCAI2025 #ML #MedTech #AIinHealthcare #UncertaintyQuantification #CallForPapers
🔊 Excited to share you can watch my presentation on ‘A critical analysis of OOD detection’ on YouTube! This was presented at @UNSURE_Workshop at MICCAI 2024. #MICCAI #MICCAI2024 @MiccaiStudents @MICCAI_Society 🧐 Check it out now: youtu.be/aLJhQsk4IDY?fe…
Thank you to everyone who attended #UNSURE2024 in Marakkech #MICCAI2024. Both the oral and poster sessions were full of crowds. Congratulations to @AnnaMWundram and @GutweinSimon for winning the best paper awards. Looking forward to seeing everyone in Daejeon at #MICCAI2025.
Congratulations @GutweinSimon on receiving the Best Poster Presentation Award of the #MICCAI2024 @UNSURE_Workshop 🎉 for the publication “Fishing in Uncertainty: Synthetic Contrastive Learning for Genetic Aberration Detection. Proceedings are online now➡️ link.springer.com/chapter/10.100…
Great keynote today at @UNSURE_Workshop and UQinMIA tutorial by @MichelDojat on multimodal aspects of Uncertainty Quantification. Thanks all that came early today to participate!
Really good crowd at our poster session!! Come by poster room and get to know more about recent developments in machine learning safety for medical image analysis!! #MICCAI2024
Olivieraie room is quickly filling up. Come by and grab your seat for our tutorial session. #MICCAI2024
📢 New publication to be presented at @UNSURE_Workshop at #MICCAI2024! 📃🦾 Improving the reliability of AI radiology report generation models through a quality control framework! 👀 Check out our research: arxiv.org/abs/2407.21638 🧵 (1/5)
#20: Information Bottleneck-based Feature Weighting for Enhanced Medical Image OoD Detection by Brayden Schott et al. #MICCAI2024 📜: openreview.net/forum?id=Mshex… 📽️: youtu.be/mEhkwVmRhzk?fe…
Proud to have our paper on typicality-based OOD detection presented at #MICCAI2024 #UNSURE!💡 By measuring how typical an image is, instead of its likelihood - we’re pushing the boundaries of anomaly detection in medical imaging.
#11: Typicality excels likelihood by Lemar Abdi et al. #MICCAI2024 Tl,Dr: It explores typicality for unsupervised OOD detection in medical imaging, achieving SOTA performance in identifying abnormalities! 📜: openreview.net/forum?id=a5Z1p… 📽️: youtu.be/m1HC8SBv2HY?fe…
#19: INFORMER by Zixin Shu, @mreyesag, et al. #MICCAI2024 Tl,Dr: New QC method enhances interpretability and uncertainty estimation in multi-label classification on CheXpert dataset, achieving higher F1 scores. 📜: openreview.net/forum?id=pANT1… 📽️: youtu.be/UhWyoaFwlig?fe…
📣 New publication to be presented at @UNSURE_Workshop #MICCAI2024! ⚠️Individual #outofdistribution detection methods have strengths and weaknesses. 💡 Combining complementary methods can mitigate their weaknesses! 🧐 Dive into our research: link.springer.com/chapter/10.100… 🧵(1/10)
#18: Conformal Prediction in cancer screening by Christopher Clark, @kalpathy1, et al. #MICCAI2024 Tl,Dr: It compares MC dropout and CP for uncertainty estimation in cervical cancer screening! 📜: openreview.net/forum?id=z9bJx… 📽️: youtu.be/FNzWcHmm_vw?fe…
#17: GLANCE by Xianze Ai et al., #MICCAI2024 Tl,Dr: The framework uses global and local noise correction to enhance multi-label classification in chest X-rays, improving diagnostic accuracy and reliability! 📜: openreview.net/forum?id=3P0bM… 📽️: youtu.be/MWLr9WItlRU?fe…
#16: Uncertainty-Aware BDL for Seizure Detection by @shama_deeksha & @ArchanaVen. #MICCAI2024 Tl,Dr: BUNDL mitigates label uncertainty in EEG-based seizure detection, enhancing performance and reducing false predictions! 📜: openreview.net/forum?id=xWbV6… 📽️: youtu.be/gbpoL6yUB70?fe…
#15: Efficient Precision control by @vincent_blot28 et al. #MICCAI2024 Tl,Dr: It enhances precision-recall in image analysis for ovarian follicle quantification, improving F1-score without retraining! 📜: openreview.net/forum?id=pqyCd… 📽️: youtu.be/q_OYMwYsoLA?fe…
#14: Uncertainty Aware ViT by @FXErick2, @BernhardKainz1 et al. #MICCAI2024 Tl,Dr: New stochastic ViT enhances uncertainty estimation and performance in medical imaging, improving reliability for critical applications! 📜: openreview.net/forum?id=UPHye… 📷: youtu.be/Yg8qey9U9m8?fe…
