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  license: apache-2.0
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  ---
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  # Experiment 1:
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  Total collapse. The three models did not conform and the patchwork did not learn. The objectives are not correct.
 
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  license: apache-2.0
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  ---
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+ # Experiment 2:
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+ 95/256 anchors survive, emergent geometric structure formed.
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+
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+ R@1= 97.1%, not quite but getting there. Experiment 2 was successful enough to push harder in this direction.
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+
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+ ```
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+ =================================================================
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+ PHASE 5: TRAINING
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+ 20 epochs, lr=0.001, CV target=0.2731
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+ =================================================================
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+ E 1: mAP=0.788 F1=0.731 R@1=0.971 cos=0.806 cv=0.1213 anchors=226/256 nce=0.999 loss=0.1676 β˜…
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+ E 2: mAP=0.803 F1=0.742 R@1=0.971 cos=0.809 cv=0.1178 anchors=200/256 nce=0.999 loss=0.1459 β˜…
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+ E 3: mAP=0.810 F1=0.735 R@1=0.973 cos=0.808 cv=0.1197 anchors=161/256 nce=0.999 loss=0.1431 β˜…
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+ E 4: mAP=0.817 F1=0.752 R@1=0.971 cos=0.811 cv=0.1262 anchors=131/256 nce=0.999 loss=0.1404 β˜…
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+ E 5: mAP=0.823 F1=0.755 R@1=0.971 cos=0.812 cv=0.1232 anchors=113/256 nce=0.999 loss=0.1389 β˜…
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+ E 6: mAP=0.825 F1=0.755 R@1=0.972 cos=0.815 cv=0.1105 anchors=104/256 nce=0.999 loss=0.1379 β˜…
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+ E 7: mAP=0.827 F1=0.767 R@1=0.970 cos=0.814 cv=0.1125 anchors=101/256 nce=0.999 loss=0.1369 β˜…
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+ E 8: mAP=0.829 F1=0.763 R@1=0.971 cos=0.815 cv=0.1239 anchors=99/256 nce=0.999 loss=0.1361 β˜…
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+ E 9: mAP=0.832 F1=0.764 R@1=0.972 cos=0.815 cv=0.1164 anchors=98/256 nce=0.999 loss=0.1355 β˜…
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+ E10: mAP=0.833 F1=0.765 R@1=0.968 cos=0.814 cv=0.1166 anchors=99/256 nce=0.999 loss=0.1345 β˜…
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+ E11: mAP=0.834 F1=0.763 R@1=0.971 cos=0.814 cv=0.1214 anchors=98/256 nce=0.999 loss=0.1346 β˜…
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+ E12: mAP=0.833 F1=0.764 R@1=0.973 cos=0.813 cv=0.1200 anchors=95/256 nce=0.999 loss=0.1343
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+ E13: mAP=0.836 F1=0.761 R@1=0.972 cos=0.813 cv=0.1081 anchors=94/256 nce=0.999 loss=0.1338 β˜…
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+ E14: mAP=0.836 F1=0.772 R@1=0.973 cos=0.812 cv=0.1170 anchors=95/256 nce=0.999 loss=0.1334
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+ E15: mAP=0.835 F1=0.774 R@1=0.970 cos=0.812 cv=0.1223 anchors=95/256 nce=0.999 loss=0.1338
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+ E16: mAP=0.837 F1=0.777 R@1=0.968 cos=0.812 cv=0.1225 anchors=96/256 nce=1.000 loss=0.1339 β˜…
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+ E17: mAP=0.834 F1=0.772 R@1=0.973 cos=0.811 cv=0.1089 anchors=95/256 nce=0.999 loss=0.1327
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+ E18: mAP=0.834 F1=0.770 R@1=0.973 cos=0.812 cv=0.1156 anchors=95/256 nce=0.999 loss=0.1321
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+ E19: mAP=0.834 F1=0.773 R@1=0.970 cos=0.811 cv=0.1224 anchors=96/256 nce=0.999 loss=0.1328
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+ E20: mAP=0.835 F1=0.770 R@1=0.971 cos=0.812 cv=0.1159 anchors=96/256 nce=0.999 loss=0.1328
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+
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+ Best mAP: 0.837
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+ CV target: 0.2731
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+ ```
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+
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+
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  # Experiment 1:
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  Total collapse. The three models did not conform and the patchwork did not learn. The objectives are not correct.