Siyuan Yan
9 papers · 2022–2025 · 7 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (16) 🐣 Hot Topic Early Bird 👥 Mega-Team · Squad
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Prolific Year · Productive
Top co-authors
Research topics
Computer Vision
(5)
Artificial Intelligence
(4)
Core AI · Artificial Intelligence
(4)
Domain-Specific
(3)
Deep Learning
(2)
Healthcare & Medicine
(2)
Machine Learning
(2)
Analysis
(2)
Clinical
(2)
Learning Types · Deep Learning
(2)
Core AI · Computer Vision
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Optimization & Theory
(1)
Keywords
medical imaging
(2)
concept bottleneck model
(2)
few-shot learning
(1)
chain-of-thought reasoning
(1)
multimodal learning
(1)
cross-modal retrieval
(1)
weak supervision
(1)
posterior distribution
(1)
concept learning
(1)
foundation model
(1)
vision-language model
(1)
uncertainty estimation
(1)
vision-language pre-training
(1)
bayesian generative model
(1)
confounding factor
(1)
action detection
(1)
retrieval-augmented learning
(1)
skin disease classification
(1)
hierarchical retrieval
(1)
skin cancer diagnosis
(1)
Papers
Controllable Skin Synthesis via Lesion-Focused Vector Autoregression Model
MICCAI 2025
Derm1M: A Million-scale Vision-Language Dataset Aligned with Clinical Ontology Knowledge for Dermatology
ICCV 2025
MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-shot Dermatological Assessment
MICCAI 2025
OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining
ICCV 2025
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification
EMNLP 2025
OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding
ECCV 2024
NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding
NeurIPS 2023
Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision
CVPR 2023
Transmission-Guided Bayesian Generative Model for Smoke Segmentation
AAAI 2022