Convolutional Recurrent

Convolutional Recurrent Neural Networks (CRNNs) combine the spatial feature extraction capabilities of convolutional networks with the temporal modeling strengths of recurrent networks, aiming to improve performance on sequential data. Current research focuses on applying CRNNs and related architectures (like bidirectional variants and those incorporating attention mechanisms) to diverse tasks, including image and video processing, audio analysis (speech enhancement, sound event detection), and time-series forecasting (weather, materials science). The success of CRNNs across these domains highlights their versatility and potential for advancing various scientific fields and practical applications, particularly where both spatial and temporal information are crucial.

Papers

September 25, 2024

EventHDR: from Event to High-Speed HDR Videos and Beyond
Yunhao Zou, Ying Fu, Tsuyoshi Takatani, Yinqiang Zheng
Event Camera High Dynamic Range Event Description Event Data Convolutional Recurrent Cross Camera

July 29, 2024

Extreme time extrapolation capabilities and thermodynamic consistency of physics-inspired Neural Networks for the 3D microstructure evolution of materials via Cahn-Hilliard flow
Daniele Lanzoni, Andrea Fantasia, Roberto Bergamaschini, Olivier Pierre-Louis, Francesco Montalenti
Long Term Material Response Microstructure Model 3D Microstructures Convolutional Recurrent Thermodynamic Integration Scene Extrapolation Allen Cahn Equation

June 19, 2024

Automated Bioacoustic Monitoring for South African Bird Species on Unlabeled Data
Michael Doell, Dominik Kuehn, Vanessa Suessle, Matthew J. Burnett, Colleen T. Downs, Andreas Weinmann, Elke Hergenroether
Unlabeled Data Sound Event Detection Environmental Sound Convolutional Recurrent Biodiversity Monitoring Bird Specie Classification Passive Acoustic Monitoring

January 29, 2024

LSTM-based Deep Neural Network With A Focus on Sentence Representation for Sequential Sentence Classification in Medical Scientific Abstracts
Phat Lam, Lam Pham, Tin Nguyen, Hieu Tang, Michael Seidl, Medina Andresel, Alexander Schindler
Deep Neural Network Long Short Term Memory Sentence Level Sentence Embeddings Human Driving Focus Sentence Representation Convolutional Recurrent Biomedical Abstract

October 21, 2023

Ladder Bottom-up Convolutional Bidirectional Variational Autoencoder for Image Translation of Dotted Arabic Expiration Dates
Ahmed Zidane, Ghada Soliman
Variational Autoencoder Image to Image Convolutional Recurrent

September 23, 2023

Cine cardiac MRI reconstruction using a convolutional recurrent network with refinement
Yuyang Xue, Yuning Du, Gianluca Carloni, Eva Pachetti, Connor Jordan, Sotirios A. Tsaftaris
Cardiac Magnetic Resonance Convolutional Recurrent Convolutional Recurrent Neural Network Cine Magnetic Resonance

June 15, 2023

Multi-Loss Convolutional Network with Time-Frequency Attention for Speech Enhancement
Liang Wan, Hongqing Liu, Yi Zhou, Jie Ji
Speech Enhancement Speech Separation Convolutional Recurrent Dual Path Multi Loss Time Frequency Attention

June 10, 2023

Semi-supervsied Learning-based Sound Event Detection using Freuqency Dynamic Convolution with Large Kernel Attention for DCASE Challenge 2023 Task 4
Ji Won Kim, Sang Won Son, Yoonah Song, Hong Kook Kim, Il Hoon Song, Jeong Eun Lim
Related Task Sound Event Detection Kernel Attention Convolutional Recurrent Audio Transformer Polyphonic Sound Frequency Aware Convolution

June 8, 2023

Convolutional Recurrent Neural Network with Attention for 3D Speech Enhancement
Han Yin, Jisheng Bai, Mou Wang, Siwei Huang, Yafei Jia, Jianfeng Chen
Human Attention Speech Enhancement Convolutional Recurrent Dual Path Dynamic Information

May 31, 2023

Audio-Visual Speech Separation in Noisy Environments with a Lightweight Iterative Model
Héctor Martel, Julius Richter, Kai Li, Xiaolin Hu, Timo Gerkmann
Speech Separation Noisy Environment Lightweight Model Convolutional Recurrent Audio Visual Speech Separation Audio Visual Model

May 3, 2023

Iranian License Plate Recognition Using a Reliable Deep Learning Approach
Soheila Hatami, Majid Sadedel, Farideh Jamali
Convolutional Neural Network License Plate Convolutional Recurrent Reliable Deep Learning Iranian License Plate

February 5, 2023

Spatio-Temporal Point Process for Multiple Object Tracking
Tao Wang, Kean Chen, Weiyao Lin, John See, Zenghui Zhang, Qian Xu, Xia Jia
Multiple Object Tracking Convolutional Recurrent Spatio Temporal Point Process

October 28, 2022

Recurrent Convolutional Deep Neural Networks for Modeling Time-Resolved Wildfire Spread Behavior
John Burge, Matthew R. Bonanni, R. Lily Hu, Matthias Ihme
Propagation Environment Convolutional Recurrent Wildfire Dynamic

October 12, 2022

Face Super-Resolution with Progressive Embedding of Multi-scale Face Priors
Chenggong Zhang, Zhilei Liu
Super Resolution Face Image Face Restoration Convolutional Recurrent Face Super Resolution Facial Prior

September 26, 2022

Impact of temporal resolution on convolutional recurrent networks for audio tagging and sound event detection
Wim Boes, Hugo Van hamme
Global Impact Sound Event Detection Temporal Resolution Convolutional Recurrent Convolutional Recurrent Neural Network Audio Recognition

September 1, 2022

Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms
Surbhi Goel, Sham Kakade, Adam Tauman Kalai, Cyril Zhang
Neural Network Convolutional Neural Network Representation Learning Efficient Learning Convolutional Recurrent Weight Sharing

July 29, 2022

SERCNN: Stacked Embedding Recurrent Convolutional Neural Network in Detecting Depression on Twitter
Heng Ee Tay, Mei Kuan Lim, Chun Yong Chong
Jina Embeddings BERT Model Twitter Resource Depression Detection Depression Symptom Convolutional Recurrent Nondeterministic Stack Mental Health Screening

July 13, 2022

Polyphonic sound event detection for highly dense birdsong scenes
Alberto García Arroba Parrilla, Dan Stowell
Sound Event Detection Acoustic Environment Audio Signal Convolutional Recurrent Polyphonic Sound

May 23, 2022

LILA-BOTI : Leveraging Isolated Letter Accumulations By Ordering Teacher Insights for Bangla Handwriting Recognition
Md. Ismail Hossain, Mohammed Rakib, Sabbir Mollah, Fuad Rahman, Nabeel Mohammed
Optical Character Recognition Convolutional Recurrent Latent Action English Alphabet Teacher Decoder Bangla Handwritten Handwritten Code Recognition

April 4, 2022

Deep-Ensemble-Based Uncertainty Quantification in Spatiotemporal Graph Neural Networks for Traffic Forecasting
Tanwi Mallick, Prasanna Balaprakash, Jane Macfarlane
Uncertainty Quantification Traffic Forecasting Convolutional Recurrent Short Term Traffic Spatiotemporal Graph Neural Network Diffusion Convolutional Recurrent Neural Network

Convolutional Recurrent

Papers

EventHDR: from Event to High-Speed HDR Videos and Beyond

Extreme time extrapolation capabilities and thermodynamic consistency of physics-inspired Neural Networks for the 3D microstructure evolution of materials via Cahn-Hilliard flow

Automated Bioacoustic Monitoring for South African Bird Species on Unlabeled Data

LSTM-based Deep Neural Network With A Focus on Sentence Representation for Sequential Sentence Classification in Medical Scientific Abstracts

Ladder Bottom-up Convolutional Bidirectional Variational Autoencoder for Image Translation of Dotted Arabic Expiration Dates

Cine cardiac MRI reconstruction using a convolutional recurrent network with refinement

Multi-Loss Convolutional Network with Time-Frequency Attention for Speech Enhancement

Semi-supervsied Learning-based Sound Event Detection using Freuqency Dynamic Convolution with Large Kernel Attention for DCASE Challenge 2023 Task 4

Convolutional Recurrent Neural Network with Attention for 3D Speech Enhancement

Audio-Visual Speech Separation in Noisy Environments with a Lightweight Iterative Model

Iranian License Plate Recognition Using a Reliable Deep Learning Approach

Spatio-Temporal Point Process for Multiple Object Tracking

Recurrent Convolutional Deep Neural Networks for Modeling Time-Resolved Wildfire Spread Behavior

Face Super-Resolution with Progressive Embedding of Multi-scale Face Priors

Impact of temporal resolution on convolutional recurrent networks for audio tagging and sound event detection

Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms

SERCNN: Stacked Embedding Recurrent Convolutional Neural Network in Detecting Depression on Twitter

Polyphonic sound event detection for highly dense birdsong scenes

LILA-BOTI : Leveraging Isolated Letter Accumulations By Ordering Teacher Insights for Bangla Handwriting Recognition

Deep-Ensemble-Based Uncertainty Quantification in Spatiotemporal Graph Neural Networks for Traffic Forecasting