Robust acoustic scene classification using a multi-spectrogram encoder-decoder framework

L Pham, H Phan, T Nguyen, R Palaniappan… - Digital Signal …, 2021 - Elsevier
encoder-decoder network model for Acoustic Scene Classification (ASC), the task of identifying
the scene … a well-trained CNN-DNN front-end encoder. The high-level features and their …

Deep semantic encoder-decoder network for acoustic scene classification with multiple devices

X Ma, Y Shao, Y Ma, WQ Zhang - 2020 Asia-Pacific Signal and …, 2020 - ieeexplore.ieee.org
… utilized to encode complicatY ed scene utterances into … an encoder/decoder architecY ture
to learn the acoustic scene to … layers in the encoding proY cess. This makes it easier for the …

Cross-modal spectrum transformation network for acoustic scene classification

Y Liu, A Neophytou, S Sengupta… - ICASSP 2021-2021 …, 2021 - ieeexplore.ieee.org
… on the scene classification task of … -encoder has an encoder and an decoder where the
encoder maps the input image I to a sequence of discrete latent variables and the decoder recon…

Remote sensing image scene classification meets deep learning: Challenges, methods, benchmarks, and opportunities

G Cheng, X Xie, J Han, L Guo… - IEEE Journal of Selected …, 2020 - ieeexplore.ieee.org
scene classification by covering more than 160 papers. To be specific, we discuss the main
challenges of remote sensing image scene classification … units—encoder and decoder. The …

A distance-constrained semantic autoencoder for zero-shot remote sensing scene classification

C Wang, G Peng, B De Baets - IEEE Journal of Selected Topics …, 2021 - ieeexplore.ieee.org
scene classification. More specifically, we learn a semantic autoencoder for seen scene
classes… autoencoder following an encoderdecoder approach: 1) the encoder projects the visual …

Natural scene text recognition based on encoder-decoder framework

LQ Zuo, HM Sun, QC Mao, R Qi, RS Jia - IEEE Access, 2019 - ieeexplore.ieee.org
… MODEL FRAMEWORK The scene text recognition framework in this paper includes the
Encoder-Decoder process. The scene image to be recognized first extracts the feature sequence …

Remote sensing image scene classification: Benchmark and state of the art

G Cheng, J Han, X Lu - Proceedings of the IEEE, 2017 - ieeexplore.ieee.org
… between the input data at the encoding layer and its reconstruction at the decoding layer.
The number of nodes in the encoding layer is equal to that of the decoding layer. To reduce the …

Squeezedtext: A real-time scene text recognition by binary convolutional encoder-decoder network

Z Liu, Y Li, F Ren, WL Goh, H Yu - … of the AAAI conference on artificial …, 2018 - ojs.aaai.org
… represent the scene text image. Combining with deconvolution technique, … encoderdecoder
network (B-CEDNet) for real-time one-shot character detection and recognition. The scene

ECRU: An encoder-decoder based convolution neural network (CNN) for road-scene understanding

R Yasrab - Journal of Imaging, 2018 - mdpi.com
… , titled Encoder-decoder-based CNN for Road-Scene Understanding (ECRU). Lately, scene
… The proposed model is an encoder-decoder that performs pixel-wise class predictions. The …

Using convolutional features and a sparse autoencoder for land-use scene classification

E Othman, Y Bazi, N Alajlan, H Alhichri… - International Journal of …, 2016 - Taylor & Francis
… This article proposes a novel approach for LU scene classification based on deep learning
(… AE is made up of encoding and decoding parts, respectively. In the encoding part, the input …