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 | 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
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
https://hdl.handle.net/11583/2839527