Seeing like a Cephalopod: Colour Vision with a Monochrome Event Camera

Sami Arja*, Nimrod Kruger, Alexandre Marcireau, Nicholas Owen Ralph, Saeed Afshar and Gregory Cohen
Western Sydney University
CVPR 2025 Workshop on Event-based Vision

*s.elarja@westernsydney.edu.au

TL;DR: This paper shows that using a monochrome event camera and a ball lens, enable colour-from-focus on the visible and near infrared wavelengths just like the cephalopod is hypothesized to do​. Thanks to chromatic aberration produced by the ball lens.


MY ALT TEXT

Abstract

Cephalopods exhibit unique colour discrimination capabilities despite having one type of photoreceptors, relying instead on chromatic aberration induced by their ocular optics and pupil shapes to perceive spectral in- formation. We took inspiration from this biological mechanism to design a spectral imaging system that combines a ball lens with an event-based camera. Our approach relies on a motorised system that shifts the focal position, mirroring the adaptive lens motion in cephalopods. This approach has enabled us to achieve wavelength-dependent focusing across the visible light and near-infrared spectrum making the event a spectral sensor. We characterise chromatic aberration effects, using both event-based and conventional frame-based sensors, validating the effectiveness of bio-inspired spectral discrimination both in simulation and in a real setup as well as assessing the spectral discrimination performance. Our proposed approach provides a robust spectral sensing capability without conventional colour filters or computational demosaicing. This approach opens new pathways toward new spectral sensing sys- tems inspired by nature’s evolutionary solutions.

Optical Components & Sensors

Component / Sensor Key Specs Notes
100 mm Ball Lens Off-the-shelf glass ball
🔗 Product Page
Introduces wavelength-dependent focal shifts exploited in this work
IMX-636 (Prophesee DVS) 1280 × 720 px · 4.86 µm
Logarithmic pixels, asynchronous events
🔗 Product Page
Used for event-based hyperspectral experiments
IMX-249 (IDS) 1936 × 1216 px · 5.86 µm
Global shutter, linear response, frame output
🔗 Product Page
Used for frame-based PSF analysis

The Optical / Mechanical Setup: A Ball Lens + Moving Camera
Mimicking Cephalopods Focus Shifts

Optical setup GIF
Optical setup image

Change focus points on wavelengths from
400 nm to 1000 nm with 50 nm step
(Drag the bar to change focus)

Focus point 1 image

Images: Cephalopod-inspired "colour-from-focus" with an Event Camera

Reference Image
Reference frame
Red Focus
Event data (Colour-coded)


Videos: Cephalopod-inspired "colour-from-focus" with an Event Camera

Reference Frame
Reference frame
Events data
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Events data
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Events data
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Events data
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Events data
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Events data

Citation

If you find this work useful, please cite our paper:
@inproceedings{arja_cephalopod_CVPRW_2025,
      title     = {Seeing like a Cephalopod: Colour Vision with a Monochrome Event Camera},
      author    = {Arja, Sami and Kruger, Nimrod and Marcireau, Alexandre and Ralph, Nicholas Owen and Afshar, Saeed and Cohen, Gregory},
      booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop (CVPRW)},
      year      = {2025}
}