Event-Only Wingbeat Counting under Camera Motion: A Controlled MuJoCo Benchmark

arXiv:2609.37465 · cs.CV · Submitted 2026-09-27 · Read on arXiv

cs.CV

Submitted: 2026-09-27

Updated: 2026-09-27

Code: https://github.com/JackPieCZ/EEPPR

Terminology

• Accuracy — 12× in this paper · explained in 1 episode
• Benchmark — 9× in this paper · explained in 2 episodes
• Adaptation — 7× in this paper · explained in 1 episode
• Ablation — 6× in this paper · explained in 1 episode
• Transformer — 3× in this paper · explained in 2 episodes
• Calibration — 2× in this paper · explained in 7 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Provenance — 2× in this paper · explained in 4 episodes
• Regularization — 2× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Segmentation Masks — 1× in this paper · explained in 2 episodes

Sources

• Frequency Cam: Imaging Periodic Signals in Real-Time
• EEPPR: Event-based Estimation of Periodic Phenomena Rate using Correlation in 3D
• Counting Out Time: Class Agnostic Video Repetition Counting in the Wild
• An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling
• v2e: From Video Frames to Realistic DVS Events

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