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result_pascalpf.txt
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result_pascalpf.txt
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standart yöntem
Epoch: 32, Loss: 1.3915, Acc: 0.87, Time: 27.77
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
82.0 92.0 91.9 98.8 99.3 98.8 98.3 98.2 99.6 91.9 100.0 98.8 82.9 86.7 85.6 98.5 100.0 99.8 100.0 97.8 95.0
average inference time: 15.945472255759862
HybridGraphModel Yontem 15-epoch L=10 num steps
Epoch: 13, Loss: 2.6709, Acc: 0.81, Time: 9.72
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
75.9 91.5 90.2 99.4 99.3 98.4 97.5 96.8 99.6 91.2 100.0 98.3 86.8 88.1 83.2 100.0 100.0 98.5 100.0 100.0 94.7
average inference time: 15.309975857746045
GraphSAGE Yontem 15-epoch L=10 num steps
Epoch: 32, Loss: 8.0432, Acc: 0.02, Time: 3.08
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
7.9 9.1 12.6 16.9 13.9 17.3 11.8 14.0 12.1 11.0 19.8 13.1 9.5 10.8 6.8 17.8 17.6 12.6 20.1 23.9 13.9
average inference time: 13.816685738715046
HybridGNN Yontem 15-epoch L=10 num steps
Epoch: 32, Loss: 5.4891, Acc: 0.20, Time: 9.95
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
20.8 27.2 14.4 20.5 19.2 22.4 16.9 19.3 22.5 25.0 24.5 18.0 22.5 19.7 27.0 17.8 23.5 25.1 24.5 33.1 22.2
average inference time: 16.41933970475256
EdgeGNN Yontem 15-epoch L=10 num steps
Epoch: 32, Loss: 8.0375, Acc: 0.02, Time: 4.02
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
7.9 9.1 12.6 16.9 13.9 17.3 11.8 14.0 12.1 11.0 19.8 13.1 9.5 10.8 6.8 17.8 17.6 12.6 20.1 23.9 13.9
average inference time: 14.525371318278838
--------------------------------------------------------------------
HybridGraphModel Yontem 15-epoch L=20 num steps
Epoch: 08, Loss: 3.2047, Acc: 0.81, Time: 18.58
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
78.3 91.0 90.9 100.0 99.3 98.3 98.2 97.9 99.0 92.6 100.0 98.8 84.8 87.5 82.6 100.0 100.0 99.1 100.0 99.3 94.9
average inference time: 28.979251615508048
GraphSAGE Yontem 15-epoch L=20 num steps
Epoch: 32, Loss: 8.0374, Acc: 0.02, Time: 5.22
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
7.9 9.1 12.6 16.9 13.9 17.3 11.8 14.0 12.1 11.0 19.8 13.1 9.5 10.8 6.8 17.8 17.6 12.6 20.1 23.9 13.9
average inference time: 27.282309071323375
HybridGNN Yontem 15-epoch L=20 num steps
Epoch: 32, Loss: 3.6677, Acc: 0.67, Time: 18.88
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
69.2 87.7 79.6 91.6 96.4 97.3 94.2 93.5 95.5 86.0 100.0 91.2 81.7 81.5 73.1 99.0 85.3 86.0 94.3 98.2 89.1
average inference time: 30.645626039571095
EdgeGNN Yontem 15-epoch L=20 num steps
Epoch: 32, Loss: 8.0273, Acc: 0.02, Time: 6.91
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
7.9 9.1 12.6 16.9 13.9 17.3 11.8 14.0 12.1 11.0 19.8 13.1 9.5 10.8 6.8 17.8 17.6 12.6 20.1 23.9 13.9
average inference time: 27.374710177689746
standart yöntem
Epoch: 29, Loss: 1.4247, Acc: 0.87, Time: 43.25
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
82.8 91.8 93.5 100.0 99.3 99.1 98.5 98.2 100.0 97.1 100.0 99.3 83.4 85.9 85.5 98.5 100.0 99.1 100.0 99.3 95.6
average inference time: 30.60411281113931