Using a combination of consistency regularization, pseudo-labeling, and data augmentation techniques, the model predictions are constrained to be noise ...
The sound event detection (SED) task automates the hu- man auditory system to recognize sound events and mark their corresponding occurrences. Sound events in ...
A dynamic thresholding method is proposed as an extension to FixMatch for generating pseudolabels based on the model's predictions on weakly augmented ...
2024. Dynamic thresholding on FixMatch with weak and strong data augmentations for sound event detection. T Khandelwal, RK Das. 2022 13th International ...
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Dynamic Thresholding on FixMatch with Weak and Strong Data Augmentations for Sound Event Detection. ISCSLP 2022: 428-432. [+][–]. Coauthor network. maximize.
This work used two main approaches to overcome the lack of strongly labeled data and proposed two methods to utilize weak predictions to enhance weakly ...
ABSTRACT. This technical report proposes a sound event detection (SED) sys- tem in domestic environments for DCASE 2022 challenge task 4.
Feb 5, 2024 · [28] Tanmay Khandelwal and Rohan Kumar Das, “Dynamic Thresholding on FixMatch with Weak and Strong Data Augmentations for Sound. Event Detection ...
Dynamic Thresholding on FixMatch with Weak and Strong Data Augmentations for Sound Event Detection. Tanmay Khandelwal, Rohan Kumar Das. 2022, International ...
May 18, 2023 · Our method significantly improves the performance of the SED system, achieving a 36.3% improvement in terms of the polyphonic sound event ...