Yan Miao @ UIUC
Yan Miao @ UIUC
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FalconTrack: Photorealistic Auto-Labeled Perception and Physics-Aware Vision-Based Aerial Tracking
Vision-based aerial tracking is critical in GPS-denied environments. Reliable perception for tracking depends on large-scale labeled …
Yan Miao
,
Karteek Gandiboyina
,
Noah Giles
,
Hideki Okamoto
,
Bardh Hoxha
,
Georgios Fainekos
,
Sayan Mitra
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Video
Performance-Guided Refinement for Visual Aerial Navigation using Editable Gaussian Splatting in FalconGym 2.0
Visual policy design is crucial for aerial navigation. However, state-of-the-art visual policies often overfit to a single track and …
Yan Miao
,
Ege Yuceel
,
Georgios Fainekos
,
Bardh Hoxha
,
Hideki Okamoto
,
Sayan Mitra
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Video
Towards Unified Probabilistic Verification and Validation of Vision-Based Autonomy
Precise and comprehensive situational awareness is a critical capability of modern autonomous systems. Deep neural networks that …
Jordan Peper
,
Yan Miao
,
Sayan Mitra
,
Ivan Ruchkin
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FalconGym: A Photorealistic Simulation Framework for Zero-Shot Sim-to-Real Vision-Based Quadrotor Navigation
We present the first framework demonstrating zero-shot sim-to-real transfer of visual control policies learned in a Neural Radiance …
Yan Miao
,
Will Shen
,
Sayan Mitra
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Video
From Dashcam Videos to Driving Simulations: Stress Testing Automated Vehicles against Rare Events
Testing Automated Driving Systems (ADS) in simulation with realistic driving scenarios is important for verifying their performance. …
Yan Miao
,
Georgios Fainekos
,
Bardh Hoxha
,
Hideki Okamoto
,
Danil Prokhorov
,
Sayan Mitra
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Video
Watch out for the risky actors: Assessing risk in dynamic environments for safe driving
Driving in a dynamic environment that consists of other actors is inherently a risky task as each actor influences the driving decision …
Saurabh Jha
,
Yan Miao
,
Zbigniew Kalbarczyk
,
Ravishankar Iyer
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