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Marouane Tliba

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#computer vision Preprint Oct 2026

AVAtt: A Free-Viewing Eye-Tracking Dataset and Benchmark for Visual Attention on Paintings

avatt, a free-viewing eye-tracking dataset on paintings spanning sixteen art movements and five centuries, is introduced, showing that faces are fixated more than expected and within half a second, that local structure draws the eye, that composition rules fitted from image content predict where people look, and that a...

Mohamed Amine Kerkouri, Marouane Tliba, Aladine Chetouani et al. · 0 citations
Preprint Aug 2026

Matched Outcomes, Divergent Gaze: How Foveated MLLMs Search Compared to Humans

Human visual search is serial: the fovea must land on a candidate to confirm it, and those landings form a scanpath. Whether multimodal large language models (MLLMs), given the same foveated input, search as humans do bears on their use as models of human vision and on attention-alignment scores. We compare three gener...

M. A. Kerkouri, Marouane Tliba, Aladine Chetouani et al. · 0 citations
#artificial intelligence Preprint Sep 2026

GazeRefine: Expert Gaze as a Test-Time Prompt for Training-Free Medical Image Segmentation

The results show strong performance on colonoscopy images and competitive performance on prostate MRI, supporting gaze-guided prototype refinement as a promising approach for segmentation-label-efficient, human-in-the-loop medical image segmentation.

M. Benyahia, Marouane Tliba, M. A. Kerkouri et al. · 0 citations
Jul 2026

Divergent Gaze Patterns in Artistic Viewing: Spatial and Temporal Signatures of Attention Across Autistic Individuals, Artists, and Neurotypical Observers

How different populations visually explore artworks bears on cognitive science and on accessibility design, yet most eye-tracking work in autism has used social scenes rather than art, and has analysed where the eyes land while ignoring when and in what order. We present a comparative free-viewing study across three gr...

M. A. Kerkouri, Daphné Senggaran, Renaud Jusiak et al. · 0 citations

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