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15 Jan 2026
How Effective Are Foundation Models for Crop Type Mapping Using Hyperspectral Imaging? A Comparative Study of Machine Learning, Deep Learning, and Geospatial Foundation Models
Mohamed Bourriz , Ahmed Laamrani , Hamd Ait Abdelali , François Bourzeix , Ali El-Battay , Abdelhakim Amazirh , and Abdelghani Chehbouni
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Total article views: 1,088 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
604
409
75
1,088
62
97
HTML: 604
PDF: 409
XML: 75
Total: 1,088
BibTeX: 62
EndNote: 97
Views and downloads (calculated since 15 Jan 2026)
Month
HTML
PDF
XML
Total
Jan 2026
76
41
6
123
Feb 2026
82
44
15
141
Mar 2026
79
41
2
122
Apr 2026
120
83
5
208
May 2026
77
63
3
143
Jun 2026
8
12
1
21
Jul 2026
51
33
2
86
Aug 2026
41
30
6
77
Sep 2026
70
62
35
167
Cumulative views and downloads
(calculated since 15 Jan 2026)
Month
HTML views
PDF downloads
XML downloads
Jan 2026
76
41
6
Feb 2026
158
85
21
Mar 2026
237
126
23
Apr 2026
357
209
28
May 2026
434
272
31
Jun 2026
442
284
32
Jul 2026
493
317
34
Aug 2026
534
347
40
Sep 2026
604
409
75
Viewed (geographical distribution)
Total article views: 1,044 (including HTML, PDF, and XML)
Thereof 1,044 with geography defined
and 0 with unknown origin.
Total:
0
HTML:
0
PDF:
0
XML:
0
Cited
Latest update: 28 Sep 2026