In recent years, deep neural networks have reached state of the art performance across many different domains. Computer vision in particular has benefited immensely from deep learning. Despite their high performance, deep neural networks often lack interpretability andare mostly regarded as a black box. Therefore, the availability of tools capable to provide insights into the models and identify potential errors is crucial. In this paper we propose iNNvestigate-GUI, an open-source graphical toolbox which offers an extensive set of features for users to interact with and compare different networks.

iNNvestigate-GUI - Explaining neural networks through an interactive visualization tool / Garcea, Fabio; Famouri, Sina; Valentino, Davide; Morra, Lia; Lamberti, Fabrizio. - STAMPA. - 12294:(2020), pp. 291-303. ((Intervento presentato al convegno 9th IAPR TC3 Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR 2020) tenutosi a Winterthur, Switzerland nel September 2-4, 2020 [10.1007/978-3-030-58309-5_24].

iNNvestigate-GUI - Explaining neural networks through an interactive visualization tool

Fabio Garcea;Sina Famouri;Lia Morra;Fabrizio Lamberti
2020

Abstract

In recent years, deep neural networks have reached state of the art performance across many different domains. Computer vision in particular has benefited immensely from deep learning. Despite their high performance, deep neural networks often lack interpretability andare mostly regarded as a black box. Therefore, the availability of tools capable to provide insights into the models and identify potential errors is crucial. In this paper we propose iNNvestigate-GUI, an open-source graphical toolbox which offers an extensive set of features for users to interact with and compare different networks.
File in questo prodotto:
File Dimensione Formato  
Garcea2020_Chapter_INNvestigate-GUI-ExplainingNeu.pdf

non disponibili

Tipologia: 2a Post-print versione editoriale / Version of Record
Licenza: Non Pubblico - Accesso privato/ristretto
Dimensione 4.26 MB
Formato Adobe PDF
4.26 MB Adobe PDF   Visualizza/Apri   Richiedi una copia
iNNvestigate_GUI___Explaining_Neural_Networks_Through_an_Interactive_Visualization_Tool.pdf

accesso aperto

Tipologia: 2. Post-print / Author's Accepted Manuscript
Licenza: PUBBLICO - Tutti i diritti riservati
Dimensione 2.62 MB
Formato Adobe PDF
2.62 MB Adobe PDF Visualizza/Apri
Pubblicazioni consigliate

Caricamento pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/2839527