J. Ardouin, L. Charpentier, M. Lagrange, F. Gontier, N. Fortin et al., An innovative low-cost sensor for urban sound monitoring, 2018.

C. Mydlarz, J. Salamon, and J. P. Bello, The implementation of low-cost urban acoustic monitoring devices, Applied Acoustics, vol.117, pp.207-218, 2017.

, Acoustics -soundscape -part 1: definition and conceptual framework. Standard, International Organization for Standardization, pp.12913-12914, 2014.

A. Can, L. Leclerq, J. Lelong, and J. Defrance, Capturing urban traffic noise dynamics through relevant descriptors, Applied Acoustics, vol.69, pp.1270-1280, 2008.

L. Brocolini, C. Lavandier, M. Quoy, and C. Ribeiro, Measurement of acoustic environments for urban soundscapes: choice of homogeneous periods, optimization of durations, and selection of indicators, J. Ac. Soc. Am, vol.134, pp.813-821, 2013.

M. E. Nilsson and B. Berglund, Soundscape quality in suburban green areas and city parks, Acta Acust. unit. Acust, vol.92, pp.903-911, 2006.

P. Lundén, O. Axelsson, and M. Hurtig, On urban soundscape mapping: A computer can predict the outcome of soundscape assessments, INTER-NOISE 2016, 2016.

J. Aucouturier, B. Defreville, and F. Pachet, The bag-of-frames approach to audio pattern recognition: a sufficient model for urban soundscapes but not for polyphonic music, J. Ac. Soc. Am, vol.122, pp.881-91, 2007.

E. Cakir, T. Heittola, H. Huttunen, and T. Virtanen, Polyphonic sound event detection using multi label deep neural networks, 2015 International Joint Conference on Neural Networks (IJCNN), 2015.

F. Gontier, M. Lagrange, P. Aumond, A. Can, and C. Lavandier, An efficient audio coding scheme for quantitative and qualitative large scale acoustic monitoring using the sensor grid approach, Sensors, p.17, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01650593

P. Aumond, A. Can, B. De-coensel, D. Botteldooren, C. Ribeiro et al., Modeling soundscape pleasantness using perceptive assessments and acoustic measurements along paths in urban context, Acta Acust. unit. Acust, vol.103, pp.430-443, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01638348

A. J. Torija, D. P. Ruiz, and A. F. Ramos-ridao, Application of a methodology for categorizing and differentiating urban soundscapes using acoustical descriptors and semantic-differential attributes, J. Ac. Soc. Am, vol.134, pp.791-802, 2013.

M. E. Nilsson, D. Botteldooren, and B. De-coensel, Acoustic indicators of soundscape quality and noise annoyance in outdoor urban areas, 19th International Congress on Acoustics, 2007.

S. Viollon and C. Lavandier, Multidimensional assessment of the acoustic quality of urban environments, INTER-NOISE, 2000.

O. Axelsson, M. E. Nilsson, and B. Berglund, A principal components model of soundscape perception, J. Ac. Soc. Am, vol.128, p.2836, 2010.

R. Cain, P. Jennings, and J. Poxon, The development and application of the emotional dimensions of a soundscape, Applied Acoustics, vol.74, pp.232-239, 2013.

J. Y. Jeon, J. Y. Hong, C. Lavandier, J. Lafon, O. Axelsson et al., A crossnational comparison in assessment of urban park soundscapes in France, Korea, and Sweden through laboratory experiments, Applied Acoustics, vol.133, pp.107-117, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01687588

F. Aletta, J. Kang, and O. Axelsson, Soundscape descriptors and a conceptual framework for developing predictive soundscape models, Landsc. Urban Plan, vol.149, pp.65-74, 2016.

P. Delaitre, C. Lavandier, C. Ribeiro, M. Quoy, E. Hondt et al., Influence of loudness of noise events on perceived sound quality in urban context, Inter Noise, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01103417

C. Guastavino, Categorization of environmental sounds, Can. J. Exp. Psychol, vol.61, pp.54-63, 2007.

B. Gygi, G. R. Kidd, and C. S. Watson, Similarity and categorization of environmental sounds, Perception & Psychophysics, vol.69, pp.839-55, 2007.

A. L. Brown, Towards standardization in soundscape preference assessment, Applied Acoustics, vol.72, pp.387-392, 2011.

C. Lavandier and B. Defreville, The contribution of sound source characteristics in the assessment of urban soundscapes, Acta Acust. unit. Acust, vol.92, pp.912-921, 2006.

P. Ricciardi, P. Delaitre, C. Lavandier, F. Torchia, and P. Aumond, Sound quality indicators for urban places in paris crossvalidated by Milan data, J. Ac. Soc. Am, vol.138, pp.2337-2348, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01461466

J. Y. Hong and J. Y. Jeon, Relationship between spatiotemporal variability of soundscape and urban morphology in a multifunctional urban area: A case study in Seoul, Korea. Building and Environment, vol.126, pp.382-95, 2017.

C. Lavandier, P. Aumond, S. Gomez, and C. Dominguès, Urban soundscape maps modelles with geo-referenced data, Noise Mapping, vol.3, pp.278-94, 2016.

A. Mesaros, T. Heitolla, A. Diment, B. Elizalde, A. Shah et al., DCASE 2017 challenge setup: tasks, datasets and baseline system, Detection and Classification of Acoustic Scenes and Events (DCASE) 2017 workshop, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01627981

P. Foggia, N. Petkov, A. Saggese, N. Strisciuglio, and M. Vento, Reliable detection of audio events in highly noisy environments, Pattern Recognition Letters, vol.65, pp.22-30, 2015.

B. Mcfee, J. Salamon, and J. P. Bello, Adaptive pooling operators for weakly labeled sound event detection, IEEE Transactions on Audio, Speech and Language Processing, vol.26, pp.2180-93, 2018.

S. Adavanne, P. Pertila, and T. Virtanen, Sound event detection using spatial features and convolutional recurrent neural network, 2017 IEEE International Conference on Audio, Speech and Signal Processing, 2017.

M. Boes, K. Filipan, B. D. Coensel, and D. Botteldooren, Machine listening for park soundscape quality assessment, Acta Acust. unit. Acust, vol.104, pp.121-151, 2018.

D. Barchiesi, D. Giannoulis, D. Stowell, and M. D. Plumbley, Acoustic scene classification, IEEE Signal Processing Magazine, vol.32, pp.16-34, 2015.

K. Sun, B. De-coensel, K. Filipan, F. Aletta, T. Van-renterghem et al., Classification of soundscapes of urban public open spaces, Landscape and Urban Planning, vol.189, pp.139-55, 2019.

M. Valenti, A. Diment, G. Parascandolo, S. Squartini, and T. Virtanen, DCASE 2016 acoustic scene classification using convolutional neural networks, Detection and Classification of Acoustic Scenes and Events (DCASE) 2016 workshop, 2016.

J. Salamon and J. P. Bello, Deep convolutional neural networks and data augmentation for environmental sound classification, IEEE Signal Processing Letters, p.24, 2017.

L. Yu and J. Kang, Modeling subjective evaluation of soundscape quality in urban open spaces: An artificial neural network approach, J. Ac. Soc. Am, vol.126, pp.1163-74, 2009.

A. Mesaros, A. Diment, B. Elizalde, T. Heitolla, E. Vincent et al., Sound event detection in the DCASE 2017 challenge, Speech and Language Processing, vol.27, pp.992-1006, 2019.
URL : https://hal.archives-ouvertes.fr/hal-02067935

J. Salamon, C. Jacoby, and J. P. Bello, A dataset and taxonomy for urban sound research, 22nd ACM International Conference on Multimedia, 2014.

J. F. Gemmeke, D. Ellis, D. Freedman, A. Jansen, W. Lawrence et al., Audio Set: an ontology and human-labeled dataset for audio events, 2017 IEEE International Conference on Audio, Speech and Signal Processing, 2017.

G. Lafay, M. Lagrange, and M. Rossignol, A morphological model for simulating acoustic scenes and its application to sound event detection, Emmanouil Benetos, and Axel Roebel, vol.24, pp.1854-1864, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01111381

J. Salamon, D. Macconnell, M. Cartwright, P. Li, and J. P. Bello, Scaper: A library for soundscape synthesis and augmentation, IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2017.

V. Panayotov, G. Chen, D. Povey, and S. Khudanpur, Librispeech: an ASR corpus based on public domain audio books, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2015.

J. R. Gloaguen, A. Can, M. Lagrange, and J. F. Petiot, Creation of a corpus of realistic urban sound scenes with controlled acoustic properties, Meetings on Acoustics, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01635393

R. Paulsen, On the influence of the stimulus duration on psychophysical judgement of environmental noises taken in the laboratory, INTER-NOISE 1997, 1997.

G. Brambilla and L. Maffei, Responses to noise in urban parks and in rural quiet areas, Acta Acust. unit. Acust, vol.92, pp.881-887, 2006.

S. Kuwano, J. Kaku, T. Kato, and S. Namba, The experiment on loudness in field and laboratory: An examination of the applicability of laeq to mixed sound sources, 1997.

B. De-coensel, D. Botteldooren, B. Berglund, M. Nilsson, T. De et al., Experimental investigation of noise annoyance caused by high-speed trains, Acta Acust. unit. Acust, vol.93, pp.589-601, 2007.

S. Namba and S. Kuwano, Measurement of habituation to noise using the method of continuous judgment by category, J. Sound Vib, vol.127, pp.507-518, 1988.

H. Møller, Fundamentals of binaural technology. Applied Acoustics, vol.36, pp.171-218, 1992.

P. Dagnelie, Principes d'expérimentation: planification des expériences et analyse de leurs résultats. Presses Agronomiques de Gembloux, 2003.

F. Wilcoxon, Individual comparisons by ranking methods, Biometrics Bulletin, vol.1, pp.80-83, 1945.

J. W. Pratt, Remarks on zeros and ties in the Wilcoxon signed rank procedures, Journal of the American Statistical Association, vol.54, pp.655-67, 1959.

F. Gontier, P. Aumond, M. Lagrange, C. Lavandier, and J. Petiot, Towards perceptual soundscape characterization using event detection algorithms, Detection and Classification of Acoustic Scenes and Events (DCASE) 2018 workshop, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01926241

M. Berzborn, R. Bomhardt, J. Klein, J. G. Richter, and M. Vorlander, The ita-toolbox: an open source matlab toolbox for acoustic measurements and signal processing, 43th Annual German Congress on Acoustics, 2017.

A. Paszke, S. Gross, S. Chintala, G. Chanan, E. Yang et al., Automatic differentiation in pytorch, 2017 Conference Neural Information Processing Systems (NIPS), 2017.

D. P. Kingma and J. L. Ba, Adam: a method for stochastic optimization, International Conference on Learning Representations (ICLR), 2015.

J. Blauert and U. Jekosch, Sound quality evaluation: a multi layered problem, Acta Acust. unit. Acust, vol.83, pp.747-53, 1997.

U. Jekosch, Basic concepts and terms quality, reconsidered in the context of product-sound quality, Acta Acust. unit. Acust, vol.90, pp.999-1006, 2004.

M. Lasseck, Acoustic bird detection with deep convolutional neural networks, Detection and Classification of Acoustic Scenes and Events (DCASE) 2016 workshop, 2018.