|
23 Jun 2023
EXPLAINING AI: UNDERSTANDING DEEP LEARNING MODELS FOR HERITAGE POINT CLOUDS
F. Matrone, A. Felicetti, M. Paolanti, and R. Pierdicca
Related authors
Multitemporal Seagrass Mapping and Monitoring of Posidonia Meadows and Banquettes for Blue Carbon Conservation: The Poseidon Project
Giulia Ceccherelli, Filiberto Chiabrando, Francesca Gallitto, Andrea Lingua, Valeria Longhi, Paolo Maschio, Francesca Matrone, Fabio Menna, Erica Nocerino, Massimiliano Scalici, Silvia Secco, and Beatrice Tanduo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-2024, 65–71, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-65-2024,https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-65-2024, 2024
THE SUNRISE SUMMER SCHOOL: AN INNOVATIVE LEARNING-BY-DOING EXPERIENCE FOR THE DOCUMENTATION OF ARCHAEOLOGICAL HERITAGE
C. Balletti, A. Capra, A. Calantropio, F. Chiabrando, E. Colucci, G. Furfaro, A. Guastella, F. Guerra, A. Lingua, F. Matrone, F. Menna, E. Nocerino, L. Teppati Losè, P. Vernier, and D. Visintini
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 147–154, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-147-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-147-2023, 2023
NEW DEVELOPMENTS IN LIDAR UAS SURVEYS. PERFORMANCE ANALYSES AND VALIDATION OF THE DJI ZENMUSE L1
L. Teppati Losè, F. Matrone, F. Chiabrando, F. Giulio Tonolo, A. Lingua, and P. Maschio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 415–422, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-415-2022,https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-415-2022, 2022
AUTOMATIC TRAINING DATA GENERATION IN DEEP LEARNING-AIDED SEMANTIC SEGMENTATION OF HERITAGE BUILDINGS
A. Murtiyoso, F. Matrone, M. Martini, A. Lingua, P. Grussenmeyer, and R. Pierdicca
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 317–324, https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022,https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022, 2022
A BENCHMARK FOR LARGE-SCALE HERITAGE POINT CLOUD SEMANTIC SEGMENTATION
F. Matrone, A. Lingua, R. Pierdicca, E. S. Malinverni, M. Paolanti, E. Grilli, F. Remondino, A. Murtiyoso, and T. Landes
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 1419–1426, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1419-2020,https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1419-2020, 2020
DEEP LEARNING FOR SEMANTIC SEGMENTATION OF 3D POINT CLOUD
E. S. Malinverni, R. Pierdicca, M. Paolanti, M. Martini, C. Morbidoni, F. Matrone, and A. Lingua
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 735–742, https://doi.org/10.5194/isprs-archives-XLII-2-W15-735-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-735-2019, 2019
HANDHELD VOLUMETRIC SCANNER FOR 3D PRINTED INTEGRATIONS OF HISTORICAL ELEMENTS: COMPARISON AND RESULTS
D. De Luca, M. Del Giudice, N. Grasso, F. Matrone, A. Osello, and M. Piras
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 381–388, https://doi.org/10.5194/isprs-archives-XLII-2-W15-381-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-381-2019, 2019
HBIM IN A SEMANTIC 3D GIS DATABASE
F. Matrone, E. Colucci, V. De Ruvo, A. Lingua, and A. Spanò
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 857–865, https://doi.org/10.5194/isprs-archives-XLII-2-W11-857-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W11-857-2019, 2019
A EUROPEAN INTEROPERABLE DATABASE (EID) TO INCREASE RESILIENCE OF CULTURAL HERITAGE
F. Chiabrando, E. Colucci, A. Lingua, F. Matrone, F. Noardo, and A. Spanò
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W4, 151–158, https://doi.org/10.5194/isprs-archives-XLII-3-W4-151-2018,https://doi.org/10.5194/isprs-archives-XLII-3-W4-151-2018, 2018
3D MODEL GENERATION USING OBLIQUE IMAGES ACQUIRED BY UAV
A. Lingua, F. Noardo, A. Spanò, S. Sanna, and F. Matrone
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W2, 107–115, https://doi.org/10.5194/isprs-archives-XLII-4-W2-107-2017,https://doi.org/10.5194/isprs-archives-XLII-4-W2-107-2017, 2017
High definition 3D models of small legume seed: a close up application to support ancient plant genomics
Mattia Balestra, Federico Fattorini, Renato Angeloni, Laura Nanni, Adriano Mancini, Roberto Papa, and Roberto Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 17–24, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-17-2024,https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-17-2024, 2024
Comparing the accuracy of 3D urban olive tree models detected by smartphone using LiDAR sensor, photogrammetry and NeRF: a case study of ’Ascolana Tenera’ in Italy
Stefano Chiappini, Mattia Balestra, Federico Giulioni, Ernesto Marcheggiani, Eva Savina Malinverni, and Roberto Pierdicca
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 61–68, https://doi.org/10.5194/isprs-annals-X-3-2024-61-2024,https://doi.org/10.5194/isprs-annals-X-3-2024-61-2024, 2024
Multitemporal Seagrass Mapping and Monitoring of Posidonia Meadows and Banquettes for Blue Carbon Conservation: The Poseidon Project
Giulia Ceccherelli, Filiberto Chiabrando, Francesca Gallitto, Andrea Lingua, Valeria Longhi, Paolo Maschio, Francesca Matrone, Fabio Menna, Erica Nocerino, Massimiliano Scalici, Silvia Secco, and Beatrice Tanduo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-2024, 65–71, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-65-2024,https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-65-2024, 2024
A COMPARISON OF PRE-PROCESSING APPROACHES FOR REMOTELY SENSED TIME SERIES CLASSIFICATION BASED ON FUNCTIONAL ANALYSIS
M. Balestra, R. Pierdicca, L. Cesaretti, G. Quattrini, A. Mancini, A. Galli, E. S. Malinverni, S. Casavecchia, and S. Pesaresi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 33–40, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-33-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-33-2023, 2023
ARTIFICIAL INTELLIGENCE AND CULTURAL HERITAGE: DESIGN AND ASSESSMENT OF AN ETHICAL FRAMEWORK
S. Pansoni, S. Tiribelli, M. Paolanti, F. Di Stefano, E. Frontoni, E. S. Malinverni, and B. Giovanola
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1149–1155, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1149-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1149-2023, 2023
ARTIFICIAL INTELLIGENCE TO FIGHT ILLICIT TRAFFICKING OF CULTURAL PROPERTY
D. Abate, A. Agapiou, K. Toumbas, A. Lampropoulos, K. Petrides, R. Pierdicca, M. Paolanti, F. Di Stefano, A. Felicetti, E. S. Malinverni, and P. Zingaretti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 3–10, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-3-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-3-2023, 2023
THE SUNRISE SUMMER SCHOOL: AN INNOVATIVE LEARNING-BY-DOING EXPERIENCE FOR THE DOCUMENTATION OF ARCHAEOLOGICAL HERITAGE
C. Balletti, A. Capra, A. Calantropio, F. Chiabrando, E. Colucci, G. Furfaro, A. Guastella, F. Guerra, A. Lingua, F. Matrone, F. Menna, E. Nocerino, L. Teppati Losè, P. Vernier, and D. Visintini
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 147–154, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-147-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-147-2023, 2023
NEW DEVELOPMENTS IN LIDAR UAS SURVEYS. PERFORMANCE ANALYSES AND VALIDATION OF THE DJI ZENMUSE L1
L. Teppati Losè, F. Matrone, F. Chiabrando, F. Giulio Tonolo, A. Lingua, and P. Maschio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 415–422, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-415-2022,https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-415-2022, 2022
SIGNIFICANCE. STOP ILLICIT HERITAGE TRAFFICKING WITH ARTIFICIAL INTELLIGENCE
D. Abate, M. Paolanti, R. Pierdicca, A. Lampropoulos, K. Toumbas, A. Agapiou, S. Vergis, E. Malinverni, K. Petrides, A. Felicetti, and P. Zingaretti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 729–736, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-729-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-729-2022, 2022
INTEGRATION OF GEOMATIC TECHNIQUES FOR THE 3D REPRESENTATION AND MONITORING OF A VETERAN CHESTNUT TREE
M. Balestra, S. Chiappini, A. Vitali, E. Tonelli, F. Malandra, A. Galli, C. Urbinati, E. S. Malinverni, and R. Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 833–839, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-833-2022,https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-833-2022, 2022
AUTOMATIC TRAINING DATA GENERATION IN DEEP LEARNING-AIDED SEMANTIC SEGMENTATION OF HERITAGE BUILDINGS
A. Murtiyoso, F. Matrone, M. Martini, A. Lingua, P. Grussenmeyer, and R. Pierdicca
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 317–324, https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022,https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022, 2022
COST EFFECTIVE SPHERICAL PHOTOGRAMMETRY: A NOVEL FRAMEWORK FOR THE SMART MANAGEMENT OF COMPLEX URBAN ENVIRONMENTS
S. Chiappini, A. Fini, E. S. Malinverni, E. Frontoni, G. Racioppi, and R. Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2020, 441–448, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-441-2020,https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-441-2020, 2020
A BENCHMARK FOR LARGE-SCALE HERITAGE POINT CLOUD SEMANTIC SEGMENTATION
F. Matrone, A. Lingua, R. Pierdicca, E. S. Malinverni, M. Paolanti, E. Grilli, F. Remondino, A. Murtiyoso, and T. Landes
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 1419–1426, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1419-2020,https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1419-2020, 2020
DEEP LEARNING FOR SEMANTIC SEGMENTATION OF 3D POINT CLOUD
E. S. Malinverni, R. Pierdicca, M. Paolanti, M. Martini, C. Morbidoni, F. Matrone, and A. Lingua
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 735–742, https://doi.org/10.5194/isprs-archives-XLII-2-W15-735-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-735-2019, 2019
DEEP CONVOLUTIONAL NEURAL NETWORKS FOR SENTIMENT ANALYSIS OF CULTURAL HERITAGE
M. Paolanti, R. Pierdicca, M. Martini, A. Felicetti, E. S. Malinverni, E. Frontoni, and P. Zingaretti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 871–878, https://doi.org/10.5194/isprs-archives-XLII-2-W15-871-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-871-2019, 2019
HANDHELD VOLUMETRIC SCANNER FOR 3D PRINTED INTEGRATIONS OF HISTORICAL ELEMENTS: COMPARISON AND RESULTS
D. De Luca, M. Del Giudice, N. Grasso, F. Matrone, A. Osello, and M. Piras
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 381–388, https://doi.org/10.5194/isprs-archives-XLII-2-W15-381-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-381-2019, 2019
HBIM IN A SEMANTIC 3D GIS DATABASE
F. Matrone, E. Colucci, V. De Ruvo, A. Lingua, and A. Spanò
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 857–865, https://doi.org/10.5194/isprs-archives-XLII-2-W11-857-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W11-857-2019, 2019
HOW TO EXTRACT USEFUL INFORMATION ABOUT THE DECAY OF BASS RELIEVES IN ARCHAEOLOGICAL AREA
E. S. Malinverni, R. Pierdicca, F. Di Stefano, M. Sturari, M. Mameli, E. Frontoni, R. Orazi, and F. Colosi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 785–792, https://doi.org/10.5194/isprs-archives-XLII-2-W11-785-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W11-785-2019, 2019
DEEP CONVOLUTIONAL NEURAL NETWORK FOR AUTOMATIC DETECTION OF DAMAGED PHOTOVOLTAIC CELLS
R. Pierdicca, E. S. Malinverni, F. Piccinini, M. Paolanti, A. Felicetti, and P. Zingaretti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 893–900, https://doi.org/10.5194/isprs-archives-XLII-2-893-2018,https://doi.org/10.5194/isprs-archives-XLII-2-893-2018, 2018
A EUROPEAN INTEROPERABLE DATABASE (EID) TO INCREASE RESILIENCE OF CULTURAL HERITAGE
F. Chiabrando, E. Colucci, A. Lingua, F. Matrone, F. Noardo, and A. Spanò
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W4, 151–158, https://doi.org/10.5194/isprs-archives-XLII-3-W4-151-2018,https://doi.org/10.5194/isprs-archives-XLII-3-W4-151-2018, 2018
3D MODEL GENERATION USING OBLIQUE IMAGES ACQUIRED BY UAV
A. Lingua, F. Noardo, A. Spanò, S. Sanna, and F. Matrone
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W2, 107–115, https://doi.org/10.5194/isprs-archives-XLII-4-W2-107-2017,https://doi.org/10.5194/isprs-archives-XLII-4-W2-107-2017, 2017
CONSERVATION-ORIENTED HBIM. THE BIMEXPLORER WEB TOOL
R. Quattrini, R. Pierdicca, C. Morbidoni, and E. S. Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-5-W1, 275–281, https://doi.org/10.5194/isprs-archives-XLII-5-W1-275-2017,https://doi.org/10.5194/isprs-archives-XLII-5-W1-275-2017, 2017