Vehicle Classification on Vehicle Dataset 5-fold cross-validation
100Mean AccuracyDecision Tree
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Decision TreeVehicle Category=Artic Truck, Samples=91.62026.05 | 100 | 0 | |
| Softmax Regression Approach (v2)Vehicle Category=Bike, Samples=54.42026.05 | 100 | 0 | |
| Decision TreeVehicle Category=Bike, Samples=54.42026.05 | 100 | 0 | |
| CNNVehicle Category=Bike, Samples=54.42026.05 | 100 | 0 | |
| Softmax Regression Approach (v2)Vehicle Category=Truck Car Transporter Empty, Samples=9.22026.05 | 100 | 0 | |
| Decision TreeVehicle Category=Truck Car Transporter Empty, Samples=9.22026.05 | 100 | 0 | |
| Softmax Regression Approach (v2)Vehicle Category=Trailer, Samples=99.02026.05 | 99.8 | 0.002 | |
| CNNVehicle Category=Artic Truck, Samples=91.62026.05 | 99.6 | 0.004 | |
| Softmax Regression Approach (v2)Vehicle Category=Car, Samples=251.62026.05 | 99.4 | 0.002 | |
| Decision TreeVehicle Category=Car, Samples=251.62026.05 | 99.4 | 0.002 | |
| Decision TreeVehicle Category=Trailer, Samples=99.02026.05 | 99.4 | 0.002 | |
| Softmax Regression Approach (v2)Vehicle Category=Artic Truck, Samples=91.62026.05 | 99.3 | 0.006 | |
| CNNVehicle Category=Car, Samples=251.62026.05 | 99.3 | 0.002 | |
| CNNVehicle Category=Trailer, Samples=99.02026.05 | 99 | 0.006 | |
| CNNVehicle Category=Truck, Samples=62.62026.05 | 99 | 0.006 | |
| Softmax Regression Approach (v2)Vehicle Category=Van, Samples=67.22026.05 | 98.8 | 0.008 | |
| CNNVehicle Category=Truck Dumptor, Samples=47.62026.05 | 98.7 | 0.004 | |
| Softmax Regression Approach (v2)Vehicle Category=All, Samples=955.82026.05 | 98.6 | 0.001 | |
| Decision TreeVehicle Category=All, Samples=955.82026.05 | 98.5 | 0.001 | |
| Decision TreeVehicle Category=Van, Samples=67.22026.05 | 98.5 | 0.01 | |
| CNNVehicle Category=Van, Samples=67.22026.05 | 98.5 | 0.006 | |
| Softmax Regression Approach (v2)Vehicle Category=Van Pickup, Samples=54.62026.05 | 98.5 | 0.006 | |
| Decision TreeVehicle Category=Van Pickup, Samples=54.62026.05 | 98.5 | 0.006 | |
| Decision TreeVehicle Category=Truck, Samples=62.62026.05 | 98.4 | 0.006 | |
| Softmax Regression Approach (v2)Vehicle Category=Truck Tanker, Samples=38.02026.05 | 98.4 | 0.009 | |
| Softmax Regression Approach (v2)Vehicle Category=Camper Van, Samples=51.02026.05 | 98.4 | 0.007 | |
| CNNVehicle Category=All, Samples=955.82026.05 | 98.3 | 0.001 | |
| CNNVehicle Category=Bus, Samples=42.62026.05 | 98.1 | 0.008 | |
| Softmax Regression Approach (v2)Vehicle Category=Truck, Samples=62.62026.05 | 98.1 | 0.005 | |
| Softmax Regression Approach (v2)Vehicle Category=Artic Truck Tanker, Samples=10.02026.05 | 98 | 0.018 | |
| Decision TreeVehicle Category=Artic Truck Tanker, Samples=10.02026.05 | 98 | 0.018 | |
| Decision TreeVehicle Category=Camper Van, Samples=51.02026.05 | 98 | 0.005 | |
| CNNVehicle Category=Camper Van, Samples=51.02026.05 | 98 | 0.009 | |
| Decision TreeVehicle Category=Truck Dumptor, Samples=47.62026.05 | 97.9 | 0.008 | |
| Decision TreeVehicle Category=Truck Tanker, Samples=38.02026.05 | 97.9 | 0.012 | |
| Softmax Regression Approach (v2)Vehicle Category=Artic Van, Samples=9.22026.05 | 97.8 | 0.02 | |
| Decision TreeVehicle Category=Artic Van, Samples=9.22026.05 | 97.8 | 0.02 | |
| CNNVehicle Category=Truck Car Transporter Empty, Samples=9.22026.05 | 97.8 | 0.02 | |
| Decision TreeVehicle Category=Artic Truck Dumptor, Samples=17.22026.05 | 97.6 | 0.013 | |
| Softmax Regression Approach (v2)Vehicle Category=Truck Car Transporter Loaded, Samples=8.02026.05 | 97.5 | 0.022 | |
| CNNVehicle Category=Truck Car Transporter Loaded, Samples=8.02026.05 | 97.5 | 0.022 | |
| Softmax Regression Approach (v2)Vehicle Category=Truck Dumptor, Samples=47.62026.05 | 97.5 | 0.009 | |
| CNNVehicle Category=Truck Tanker, Samples=38.02026.05 | 97.4 | 0.011 | |
| CNNVehicle Category=Van Pickup, Samples=54.62026.05 | 97.4 | 0.008 | |
| Softmax Regression Approach (v2)Vehicle Category=Bus, Samples=42.62026.05 | 97.2 | 0.004 | |
| Decision TreeVehicle Category=Bus, Samples=42.62026.05 | 96.7 | 0.005 | |
| Softmax Regression Approach (v2)Vehicle Category=Artic Truck Dumptor, Samples=17.22026.05 | 96.5 | 0.013 | |
| CNNVehicle Category=Artic Truck Dumptor, Samples=17.22026.05 | 96.5 | 0.021 | |
| CNNVehicle Category=Artic Truck Tanker, Samples=10.02026.05 | 96 | 0.036 | |
| CNNVehicle Category=Artic Van, Samples=9.22026.05 | 95.6 | 0.024 | |
| Softmax Regression Approach (v2)Vehicle Category=Truck Low Loaded, Samples=27.82026.05 | 93.5 | 0.019 | |
| Decision TreeVehicle Category=Truck Car Transporter Loaded, Samples=8.02026.05 | 92.5 | 0.045 | |
| Softmax Regression Approach (v2)Vehicle Category=Artic Truck Low Loaded, Samples=9.62026.05 | 92 | 0.044 | |
| Decision TreeVehicle Category=Artic Truck Low Loaded, Samples=9.62026.05 | 92 | 0.044 | |
| CNNVehicle Category=Artic Truck Low Loaded, Samples=9.62026.05 | 91.8 | 0.034 | |
| Decision TreeVehicle Category=Truck Low Loaded, Samples=27.82026.05 | 91.3 | 0.022 | |
| Decision TreeVehicle Category=Tractor Truck, Samples=4.62026.05 | 90 | 0.089 | |
| CNNVehicle Category=Truck Low Loaded, Samples=27.82026.05 | 89.9 | 0.026 | |
| CNNVehicle Category=Tractor Truck, Samples=4.62026.05 | 83 | 0.106 | |
| Softmax Regression Approach (v2)Vehicle Category=Tractor Truck, Samples=4.62026.05 | 79 | 0.098 |