Description
A Bidirectional GRU, or BiGRU, is a sequence processing model that consists of two GRUs. one taking the input in a forward direction, and the other in a backwards direction. It is a bidirectional recurrent neural network with only the input and forget gates.
Image Source: Rana R (2016). Gated Recurrent Unit (GRU) for Emotion Classification from Noisy Speech.
Papers Using This Method
Optimization of bi-directional gated loop cell based on multi-head attention mechanism for SSD health state classification model2025-06-13State of health prediction of lithium-ion batteries for driving conditions based on full parameter domain sparrow search algorithm and dual-module bidirectional gated recurrent unit2025-05-23GAME: Learning Multimodal Interactions via Graph Structures for Personality Trait Estimation2025-05-05Graph-Driven Multimodal Feature Learning Framework for Apparent Personality Assessment2025-04-15A Hybrid Transformer Model for Fake News Detection: Leveraging Bayesian Optimization and Bidirectional Recurrent Unit2025-02-13Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection2025-01-16Knowledge-Based Deep Learning for Time-Efficient Inverse Dynamics2024-12-06Robust and Unbounded Length Generalization in Autoregressive Transformer-Based Text-to-Speech2024-10-29Cross-lingual transfer of multilingual models on low resource African Languages2024-09-172D bidirectional gated recurrent unit convolutional Neural networks for end-to-end violence detection In videos2024-09-11Enhancing Kurdish Text-to-Speech with Native Corpus Training: A High-Quality WaveGlow Vocoder Approach2024-09-10Training Universal Vocoders with Feature Smoothing-Based Augmentation Methods for High-Quality TTS Systems2024-09-04Probabilistic Deep Learning and Transfer Learning for Robust Cryptocurrency Price Prediction2024-06-19Multi-scale Quaternion CNN and BiGRU with Cross Self-attention Feature Fusion for Fault Diagnosis of Bearing2024-05-25Modeling Selective Feature Attention for Representation-based Siamese Text Matching2024-04-25Leveraging the Interplay Between Syntactic and Acoustic Cues for Optimizing Korean TTS Pause Formation2024-04-03An overview of text-to-speech systems and media applications2023-10-22Energy-Based Models For Speech Synthesis2023-10-19The DeepZen Speech Synthesis System for Blizzard Challenge 20232023-08-30Constructing Colloquial Dataset for Persian Sentiment Analysis of Social Microblogs2023-06-22