Autonomous System Navigation
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Language-Driven Multimodal Semantic Change Detection in Urban Maps
Huaze Liu *, Zihao Gao *,
Adyasha Mohanty
Proceedings of the Institute of Navigation GNSS+ conference (ION GNSS+ 2025)
[Paper] /
[Code] (Released Soon)
We introduce a Multimodal Deep Learning framework that identify and explain map
inconsistencies in real-time under different weather conditions in urban scene by fusing camera and LiDAR data.
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Conformal Prediction Meets Test-Time Uncertainty in Vision Foundation Models
Huaze Liu,
Adyasha Mohanty
Trustworthy Foundation Models Workshop @ICCV 2025 (Under Review)
[Paper]
We apply split conformal prediction to CLIPSeg and Grounding DINO, demonstrating reliable statistical coverage
for open-vocabulary semantic segmentation and revealing challenges in extending conformal methods to object detection.
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[Paper] Some cool name...
Huaze Liu, Kehlani Fay, and more collaboraters!
Hopefully ICRA2026!
More to come.... I'll update the paper in Mid September!
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[Paper] Some cool name...
Huaze Liu, Kehlani Fay, and more collaboraters!
Hopefully ICRA2026!
More to come.... I'll update the paper in Mid September!
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