Scanpath prediction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

13 shown of 13 papers with code (34 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Artificially Generated Visual Scanpath Improves Multi-label Thoracic Disease Classification in Chest X-Ray Images
  1 Mar 2025 1 repository listed
  Further, a multi-class multi-label classifier framework is proposed that uses a generated scanpath and visual image features to classify diseases in CXR images.
• Few-shot Personalized Scanpath Prediction
  1 Jan 2025 1 repository listed
  A personalized model for scanpath prediction provides insights into the visual preferences and attention patterns of individual subjects.
• OAT: Object-Level Attention Transformer for Gaze Scanpath Prediction
  18 Jul 2024 1 repository listed Syntology ran 15 of 18 samples · 3 unverified · 18 pointer-only (licence)
  The decoder predicts the gaze scanpath as a sequence of object fixations, by integrating output features from both the encoder and decoder.
• Pathformer3D: A 3D Scanpath Transformer for 360° Images
  15 Jul 2024 1 repository listed
  Then, the contextual feature representation and historical fixation information are input into a Transformer decoder to output current time step's fixation embedding, where the self-attention module is used to imitate…
• Gazeformer: Scalable, Effective and Fast Prediction of Goal-Directed Human Attention
  27 Mar 2023 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  In response, we pose a new task called ZeroGaze, a new variant of zero-shot learning where gaze is predicted for never-before-searched objects, and we develop a novel model, Gazeformer, to solve the ZeroGaze problem.
• Unifying Top-down and Bottom-up Scanpath Prediction Using Transformers
  16 Mar 2023 1 repository listed
  Most models of visual attention aim at predicting either top-down or bottom-up control, as studied using different visual search and free-viewing tasks.
• ScanDMM: A Deep Markov Model of Scanpath Prediction for 360deg Images
  1 Jan 2023 1 repository listed
  Scanpath prediction for 360deg images aims to produce dynamic gaze behaviors based on the human visual perception mechanism.
• Predicting Human Scanpaths in Visual Question Answering
  19 Jun 2021 1 repository listed
  Conditioned on a task guidance map, the proposed model learns question-specific attention patterns to generate scanpaths.
• On gaze deployment to audio-visual cues of social interactions
  2 Sep 2020 1 repository listed
  Attention supports our urge to forage on social cues.
• Gravitational Laws of Focus of Attention
  4 Jun 2019 1 repository listed
  The understanding of the mechanisms behind focus of attention in a visual scene is a problem of great interest in visual perception and computer vision.
• PathGAN: Visual Scanpath Prediction with Generative Adversarial Networks
  3 Sep 2018 1 repository listed
  We introduce PathGAN, a deep neural network for visual scanpath prediction trained on adversarial examples.
• Variational Laws of Visual Attention for Dynamic Scenes
  1 Dec 2017 1 repository listed
  We devise variational laws of the eye-movement that rely on a generalized view of the Least Action Principle in physics.
• SaltiNet: Scan-path Prediction on 360 Degree Images using Saliency Volumes
  11 Jul 2017 1 repository listed
  The first part of the network consists of a model trained to generate saliency volumes, whose parameters are fit by back-propagation computed from a binary cross entropy (BCE) loss over downsampled versions of the…

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.