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Updated: Jun 13, 2026

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Published on: June 3, 2013
Linking depth to lightness and anchoring within the differentiation-integration formalism
Naoki Kogo1, Luc Van Gool, Johan Wagemans
1Katholieke Universiteit Leuven, Laboratory of Experimental Psychology, B-3000 Leuven, Belgium. naoki.kogo@gmail.com
Researchers identified anchoring rules for depth and lightness perception models. The highest value rule anchors lightness, while the area rule anchors depth, successfully reproducing empirical results.
Area of Science:
- Visual perception
- Computational modeling
- Psychophysics
Background:
- A prior model reproduced the Kanizsa square illusion using spatial integration of luminance and depth signals.
- This model introduced an arbitrary offset, necessitating anchoring rules for absolute depth and lightness values.
Purpose of the Study:
- To establish anchoring rules for depth and lightness measurements within a computational model of visual perception.
- To investigate how different anchoring rules affect model outputs for the Kanizsa square illusion and its variations.
Main Methods:
- Investigated model responses to the Kanizsa square and variations.
- Applied the highest value rule for the primary lightness map.
- Applied the area rule for the depth map.
Main Results:
- The highest value rule was established as the anchoring principle for the primary lightness map.
- The area rule was identified as the most plausible anchoring principle for the depth map.
- The model successfully reproduced empirical results on lightness anchoring using these principles.
Conclusions:
- Anchoring rules are crucial for determining absolute depth and lightness values in computational models.
- The highest value and area rules provide a robust framework for anchoring in visual perception models.
- This research validates the model's ability to replicate human visual perception phenomena.
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