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)EMGPixy
(our method)
1Tracking principleOptoVideoVideoVideoVideoVideoVideoMuscleOpto/video
2Spatial elementSingle pointMultiple pointsMultiple pointsMultiple pointsMultiple pointsMultiple pointsMultiple pointsNAMultiple points
3Real timeYesNoNoNoNoNoNoYesYes
4Individual whiskerYesYesYesYesYesNoNoNoYes
5Number of single identifiablewhiskersOne whisker on each sideOne whisker on each sideOne whisker on each sideThree whiskersFive whiskersN/AN/ANATwo whiskers (up to seven in principle)
6Whisker removalYesYesYesYesYesN/AN/ANoNo
7LimitationWhisker thicknessContrast andresolutionContrast and resolutionContrast and resolutionContrast and resolutionContrast and resolutionContrast and resolutionNAIllumination and color
8Method showsSingle whiskerSingle rowC1-4 whiskersSingle whiskersMultiple whiskersTwo rowsFull whisker padWhisker padTwo whiskers/one whisker and two pad/two paws
9Head trackingNoYesYesYesNoYesYesYesYes
10Head tracking requirementN/AAdditional light source for the eyeTip of noseContour edge/whisker baseN/ANo requirementNo requirementWire in muscleMarker glued to head
11Compatible in IRYesYesYesYesYesYesYesYesYes (single whisker)
12Algorithm flexibilityYes (not automatic)NoNoNoNoNoNoYes (with wires)Yes
13Unrestrained animalNoYesYesYesNoYesYesYesYes (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.