Seeing Far in the Dark with Patterned Flash
Flash illumination is widely used in imaging under low-light environments. However, illumination intensity falls off with propagation distance quadratically, which poses significant challenges for flash imaging at a long distance. We propose a new flash technique, named ``patterned flash''...
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Zusammenfassung: | Flash illumination is widely used in imaging under low-light environments.
However, illumination intensity falls off with propagation distance
quadratically, which poses significant challenges for flash imaging at a long
distance. We propose a new flash technique, named ``patterned flash'', for
flash imaging at a long distance. Patterned flash concentrates optical power
into a dot array. Compared with the conventional uniform flash where the signal
is overwhelmed by the noise everywhere, patterned flash provides stronger
signals at sparsely distributed points across the field of view to ensure the
signals at those points stand out from the sensor noise. This enables
post-processing to resolve important objects and details. Additionally, the
patterned flash projects texture onto the scene, which can be treated as a
structured light system for depth perception. Given the novel system, we
develop a joint image reconstruction and depth estimation algorithm with a
convolutional neural network. We build a hardware prototype and test the
proposed flash technique on various scenes. The experimental results
demonstrate that our patterned flash has significantly better performance at
long distances in low-light environments. |
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DOI: | 10.48550/arxiv.2207.12570 |