Pipeline complet Radiacode 103 - identification automatique d'isotopes

- VegaModel CNN-FCNN 34.5M params, 82 isotopes, val acc 99.89%
- Generation 50k spectres synthetiques 1D (12-24h durees)
- Entrainement 100 epochs sur RTX 5060 Ti (CUDA 12.8, Blackwell)
- Detection continue avec soustraction du background
- Capture background 24h avec gestion deconnexion
- Docker Compose : conteneur train (GPU) + detect (CPU/USB)
- Modele entraite inclus (vega_best.pt, 395 Mo)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

models/vega_isotope_index.txt

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+Ac-227
+Ac-228
+Ag-110m
+Am-241
+Au-198
+Ba-133
+Ba-137m
+Be-7
+Bi-210
+Bi-211
+Bi-212
+Bi-214
+C-14
+Cd-109
+Ce-139
+Ce-144
+Co-57
+Co-58
+Co-60
+Cr-51
+Cs-134
+Cs-137
+Eu-152
+Eu-154
+F-18
+Fe-59
+Ga-67
+Hf-181
+Hg-203
+I-123
+I-129
+I-131
+In-111
+Ir-192
+K-40
+Lu-177
+Mn-54
+Na-22
+Pa-231
+Pa-234m
+Pb-210
+Pb-211
+Pb-212
+Pb-214
+Po-210
+Po-212
+Po-214
+Po-216
+Po-218
+Pr-144
+Ra-223
+Ra-224
+Ra-226
+Ra-228
+Rh-106
+Rn-220
+Rn-222
+Ru-106
+Sb-125
+Sc-46
+Se-75
+Sm-153
+Sn-113
+Sr-85
+Sr-90
+Ta-182
+Tc-99m
+Th-228
+Th-230
+Th-231
+Th-232
+Th-234
+Tl-201
+Tl-207
+Tl-208
+U-234
+U-235
+U-238
+Xe-133
+Y-88
+Y-90
+Zn-65