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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,786 papers · 148 categories

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0111 · Jun 201219922001200920172026
2 results for “illumination-invariant”
Multi-Task Learning for Automotive Foggy Scene Understanding via Domain Adaptation to an Illumination-Invariant Representationcs.LG

Efficient model for foggy scene understanding in vehicles.

problem Challenging scene understanding and segmentation under foggy conditions.
method Domain adaptation and illumination-invariant image transformation.
result Outperforms state-of-the-art models in foggy scene understanding.
foggy sceneautomotivedomain adaptationillumination-invariantsemantic segmentation
2019-09-17abs ↗pdf ↗
Deep Lambertian Networkscs.CV

Visual perception is a challenging problem in part due to illumination variations. A possible solution is to first estimate an illumination invariant representation before using it for recognition. The object albedo and surface normals are examples of such representations. In this paper, we introduce a multilayer gener…

2012-06-27abs ↗pdf ↗