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. 2017 Feb 20;4(1):ENEURO.0245-16.2017. doi: 10.1523/ENEURO.0245-16.2017

Table 1.

Comparison of videography, optoelectronic, and EMG methods to Pixy

Bermejo et al. (1996) Knutsen et al. (2005) Voigts et al. (2015) Ritt et al. (2008) O'Connor et al. (2010) Gyory et al. (2010) Perkon et al. (2011) EMG Pixy
(our method)
1 Tracking principle Opto Video Video Video Video Video Video Muscle Opto/video
2 Spatial element Single point Multiple points Multiple points Multiple points Multiple points Multiple points Multiple points NA Multiple points
3 Real time Yes No No No No No No Yes Yes
4 Individual whisker Yes Yes Yes Yes Yes No No No Yes
5 Number of single identifiablewhiskers One whisker on each side One whisker on each side One whisker on each side Three whiskers Five whiskers N/A N/A NA Two whiskers (up to seven in principle)
6 Whisker removal Yes Yes Yes Yes Yes N/A N/A No No
7 Limitation Whisker thickness Contrast andresolution Contrast and resolution Contrast and resolution Contrast and resolution Contrast and resolution Contrast and resolution NA Illumination and color
8 Method shows Single whisker Single row C1-4 whiskers Single whiskers Multiple whiskers Two rows Full whisker pad Whisker pad Two whiskers/one whisker and two pad/two paws
9 Head tracking No Yes Yes Yes No Yes Yes Yes Yes
10 Head tracking requirement N/A Additional light source for the eye Tip of nose Contour edge/whisker base N/A No requirement No requirement Wire in muscle Marker glued to head
11 Compatible in IR Yes Yes Yes Yes Yes Yes Yes Yes Yes (single whisker)
12 Algorithm flexibility Yes (not automatic) No No No No No No Yes (with wires) Yes
13 Unrestrained animal No Yes Yes Yes No Yes Yes Yes Yes (whole animal)

Here we compare 13 different features of 7 earlier tracking methods, including optoelectronic (Opto), electromyography (EMG), and other whisker tracking algorithms combined with high-speed videography to our Pixy based method. The elements that we compared here: 1) Tracking principle: Tracking algorithms based on videography, optoelectronic methods like beam breaking, EMG or color. 2) Spatial coordinate system: Beam breaking has a distinct (single or multiple) spatial coordinate, while videography can track over multiple spatial locations. 3) Real-time at any frequency. 4, 5, 6) Number of objects tracked: A single whisker, or multiple individual whiskers, with or without plucking or removing whiskers. 7) Limiting element of each method: Lighting, contrast, resolution and length of whiskers for videography, or color and painting for Pixy, 8) Output: Single whisker, multiple whisker or whisker and whisker pad. 9, 10) Head direction tracking method: possibility, and whether the eye need or tip of the nose or a color needs to be tracked. 11) Ability to tack in infrared red light: All the high speed cameras can work with infrared light, as can EMG and optoelectronic methods. The pixy camera is limited in this context because it can only be used to track a single spatially distinct point with a pixy camera. 12) The flexibility in tracking multiple body parts: Cameras can be used for tracking any object, but optoelectronic methods, and EMGs, and even automated tracking video systems have to be optimized or positioned for tracking the object of interest. 13) The ability to use the system in unrestrained animals.