One of the main threats to salmon farming in Norway is a copepod, the salmon lice Lepeophtheirus salmonis (L. salmonis) [
Journal of the European Optical Society-Rapid Publications, Volume. 19, Issue 1, 2023021(2023)
Fluorescence for non-contact detection of living salmon lice on salmon skin
This work presents a promising method for automatic, non-contact, detection and counting of salmon lice infested on salmon in an aquacultural farm setting. The method uses fluorescence from chitin in the visual part of spectrum to enhance the contrast between fish skin and salmon lice, and show that the fluorescence is even strong enough to give a real-time view of the digestive and reproduction system in live lice without use of staining dyes. The wavelengths used are compatible with an underwater measurement system.
1 Introduction
One of the main threats to salmon farming in Norway is a copepod, the salmon lice Lepeophtheirus salmonis (L. salmonis) [
Other studies, that focus on identifying and enumerating planktonic L. salmonis stages in plankton samples in the lab. Thompson et al. [
2 Methods and experiments
In our study fluorescence properties of salmon and lice were assessed, to find a method to enhance the image contrast between lice and skin, in a spectral area that can be applied under water. This will ease the image analysis and computational needs, reduce the need for optical resolution given that the method is specific enough. We had access to newly slaughtered salmons with living lice which was delivered in seawater. Properties of lice, fish skin and seawater were investigated. The fish skin has large colour variations and has spots coloured white, grey, and black. The lice itself is semi-specular and partly transparent, and the colour of the non-transparent part will vary between lice. The contrast between lice and fish skin in an ordinary camera image is therefore very limited. High resolution camera images of lice on fish skin in air are given in
Figure 1.Top: Seven live lice at salmon skin, Bottom: One 8 mm lice at salmon skin.
Through our investigations we discovered that red fluorescence emission (> 600 nm) could be obtained from lice using a 532 nm, green, excitation wavelength. This set of excitation/emission wavelengths also enhances contrast from salmon skin, since salmon skin fluorescence is not excited by use of this wavelength [
Excitation at 380 nm centre wavelength with emission above 410 nm was tested in our lab. Our measurements confirmed that salmon lice have a fluorescence signal when excited in this wavelength range. The wavelengths are however not compatible with the other restrictions in an image enhancing system separating lice from salmon skin in an underwater imaging setup working at a distance. The contrast between lice and fish skin is not enhanced since the salmon skin also give a fluorescence signal, and the absorption of UV-light in seawater is unpredictable due to varying organic matter in the water column. The best transmission window in seawater is within the 500–700 nm range [
Based on these findings we set up a fluorescence imaging system (see
Figure 2.Scheme, imaging setup with live view of salmon lice.
3 Results
In
Figure 3.Three salmon lice on salmon skin. Setup described in
In our setup, we used a rather long exposure time of 0.4–0.8 s and a high-resolution RGB camera. The quality of these images is far better than needed for detection of lice, both in the aspect of resolution and low image noise. A commercial system will need to compromise on the image quality to get images of sufficient quality at a much shorter exposure time.
In addition to the images obtained with the settings above, we also did full resolution, low framerate video imaging at 0.1 frame pr sec. Given a circular illuminated area of radius 0.9 cm, the total 50mW laser power is distributed over 2.5 cm2, which gives a mean optical power of ~20 mW/cm2 and 2mJ/cm2 per image frame. The resulting images have a contrast of about 10. In a commercial real-time lice counter the optical resolution should be a compromise between needed area to cover per frame and the size of the details to be studied. A resolution of 0.2 mm per pixel will give 15 × 15 pixels for typical lice of 3 mm length, and this should be suitable for detecting the lice through image analysis. Effort must also be put in selecting a proper laser pulse frequency and peak power effect, as the salmon can swim at a speed of 1 m/s. There will be a need to take images in a stop-motion like manner to avoid blurring. To minimize the movement of the fish during the acquisition of the image we will need a pulsed laser with a pulse width of around 0.5 ms and repetition rate of 50 Hz. We can then image the fish in slices of 2 cm by 30 cm, as the fish swims by. Each pulse must then have a peak effect of 240 W to obtain the optical energy of 2 mJ/cm2 per slice. To image the requested area of 2 cm times 30 cm at 0.2 mm resolution, a camera chip with at least 100 × 1500 pixels will be needed.
Further investigation is still needed to determine the minimum laser power level that is required and the actual configuration of laser or set of lasers and camera for best performance in a real-time lice counter.
4 Conclusion
L. salmonis’ produce a fluorescence signal when excited with green light (532 nm). The detailed images underpin that the fluorescence origin from chitin, which is part of both the exoskeleton and the digestive and reproduction system [
The way forward is to perform tests and experimental work in a larger scale, including measurements in seawater tank with living lice and living salmon to confirm that the imaging principle is scalable and can be realised as a live viewing and real-time counting of salmon lice in a salmon farm production facility.
Further work will include investigations on fluorescence from other particles in the water column that could disturb the image analysis, including callanus and fluorescing feed particles from salmon farms.
[1] A. Coates, B.L. Phillips, S. Bui, F. Oppedal, N.A. Robinson, T. Dempster. Evolution of salmon lice in response to management strategies: a review.
[2] C.R.S. Thompson, J. Bron, S. Bui, S. Dalvin, M.J. Fordyce, G.Á. Norði, R. Skern-Mauritzen. A novel method for the rapid enumeration of planktonic salmon lice in a mixed zooplankton assemblage using fluorescence.
[3] R. Skern, C. Thompson, S. Dalvin, A. Thorsen, S. Bui, G.Á. Norði, J.E. Bron, M. Fordyce.
[4] K.A.H. Bakke, T. Kirkhus, J. Tschudi.
[5] K. Sugier, B. Vacherie, A. Cornils, P. Wincker, J.L. Jamet, M.A. Madoui. Chitin distribution in the Oithona digestive and reproductive systems revealed by fluorescence microscopy.
[6] J. Michels, M. Büntzow. Assessment of Congo red as a fluorescence marker for the exoskeleton of small crustaceans and the cuticle of polychaetes.
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Kari Anne Hestnes Bakke, Trine Kirkhus, Jon Tschudi. Fluorescence for non-contact detection of living salmon lice on salmon skin[J]. Journal of the European Optical Society-Rapid Publications, 2023, 19(1): 2023021
Category: Research Articles
Received: Jan. 31, 2023
Accepted: Apr. 19, 2023
Published Online: Aug. 31, 2023
The Author Email: Bakke Kari Anne Hestnes (kari.a.bakke@sintef.no), Kirkhus Trine (kari.a.bakke@sintef.no), Tschudi Jon (kari.a.bakke@sintef.no)