Valence Estimation

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

5 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

4 shown of 4 papers with code (10 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.

• Pre-training strategies and datasets for facial representation learning
  30 Mar 2021 2 repositories listed
  Recent work on Deep Learning in the area of face analysis has focused on supervised learning for specific tasks of interest (e.
• MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning
  8 Jul 2024 1 repository listed
  This model combines an attention mechanism with a dynamic graph neural network (DGNN) to capture intricate EEG dynamics.
• CAGE: Circumplex Affect Guided Expression Inference
  23 Apr 2024 1 repository listed
  Using a small-scaled MaxViT-based model architecture, we evaluate the impact of discrete expression category labels in training with the continuous valence and arousal labels.
• Real-time EEG-based Emotion Recognition Model using Principal Component Analysis and Tree-based Models for Neurohumanities
  28 Jan 2024 1 repository listed
  Within the field of Humanities, there is a recognized need for educational innovation, as there are currently no reported tools available that enable individuals to interact with their environment to create an enhanced…