PET: An Eye-tracking Dataset for Animal-centric PASCAL Object Classes
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Abstract (arXiv)
We present the Pascal animal classes Eye Tracking database. Our database comprises eye movement recordings compiled from forty users for the bird, cat, cow, dog, horse and sheep trainval sets from the VOC 2012 image set. Different from recent eye-tracking databases such as citekiwoncvpr13gaze,PapadopoulosCKF14, a salient aspect of PET is that it contains eye movements recorded for both the free-viewing and visual search task conditions. While some differences in terms of overall gaze behavior and scanning patterns are observed between the two conditions, a very similar number of fixations are observed on target objects for both conditions. As a utility application, we show how feature pooling around fixated locations enables enhanced (animal) object classification accuracy.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Apr 2016.
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Citing papers per year: 2020: 1; 2021: 0; 2022: 1; 2023: 0; 2024: 2; 2025: 1.
5 papers.
- 2020Predicting Goal-directed Human Attention Using Inverse Reinforcement Learningcited by 53
- 2024Learning from Observer Gaze:Zero-Shot Attention Prediction Oriented by Human-Object Interaction Recognitioncited by 17
- 2022Attention in Reasoning: Dataset, Analysis, and Modelingcited by 1
- 2024GazeSearch: Radiology Findings Search Benchmarkcited by 1
- 2025Do you see what I see? An Ambiguous Optical Illusion Dataset exposing limitations of Explainable AIcited by 0
- 2025Do you see what I see? An Ambiguous Optical Illusion Dataset exposing limitations of Explainable AI27 May 2025
- 2024GazeSearch: Radiology Findings Search Benchmark8 Nov 2024
- 2024Learning from Observer Gaze:Zero-Shot Attention Prediction Oriented by Human-Object Interaction Recognition16 May 2024
- 2022Attention in Reasoning: Dataset, Analysis, and Modeling20 Apr 2022
- 2020Predicting Goal-directed Human Attention Using Inverse Reinforcement Learning28 May 2020