Case Western Reserve University
Yu Yin

Yu Yin

Assistant Professor, Department of Computer and Data Sciences, Case School of Engineering

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Real-Time Online Learning Trajectory Prediction via Efficient Latent Predictor

2026

Autonomous Vehicles and Machines Conference, March 1-5, 2026, Burlingame, CA, USA

Presents an efficient latent predictor for real-time online trajectory prediction in autonomous vehicles, achieving high accuracy with reduced computational overhead.

Artificial Intelligence Computer Vision

Balancing Fidelity and Diversity: Synthetic data could stand on the shoulder of the real in visual recognition

2025

With the rapid progress of generative models, synthetic data has become a common solution to data scarcity in AI. However, is using it directly without curation ideal for visual recognition? We systematically study how data fidelity and diversity affect recognition performance and show that balancing these factors significantly improves results through a training-free curation pipeline.

Artificial Intelligence Computer Vision Synthetic Data

Spatial Intelligence in Vision-Language Models: A Comprehensive Survey

2025

Vision-Language Models (VLMs) have achieved great success but still lack spatial intelligence, and this survey provides the first unified overview of recent advances, taxonomies, and evaluations toward building spatially intelligent AI.

Artificial Intelligence Spatial Intelligence Vision Language Model

CAUSAL3D: A Comprehensive Benchmark for Causal Learning from Visual Data

2025

True intelligence relies on understanding hidden causal relations, yet current AI and vision models lack benchmarks to assess this ability. We introduce Causal3D, a comprehensive 19-dataset benchmark linking structured and visual data to evaluate causal reasoning, revealing that performance drops sharply as causal complexity increases.

Artificial Intelligence Causality Trustworthy AI Computer Vision