| { | |
| "arch": "convnext_tiny", | |
| "pretrained_weights": "IMAGENET1K_V1", | |
| "dataset": "tanganke/stanford_cars", | |
| "label_mode": "brand", | |
| "num_classes": 49, | |
| "class_names": [ | |
| "AM General", | |
| "Acura", | |
| "Aston Martin", | |
| "Audi", | |
| "BMW", | |
| "Bentley", | |
| "Bugatti", | |
| "Buick", | |
| "Cadillac", | |
| "Chevrolet", | |
| "Chrysler", | |
| "Daewoo", | |
| "Dodge", | |
| "Eagle", | |
| "FIAT", | |
| "Ferrari", | |
| "Fisker", | |
| "Ford", | |
| "GMC", | |
| "Geo", | |
| "HUMMER", | |
| "Honda", | |
| "Hyundai", | |
| "Infiniti", | |
| "Isuzu", | |
| "Jaguar", | |
| "Jeep", | |
| "Lamborghini", | |
| "Land Rover", | |
| "Lincoln", | |
| "MINI", | |
| "Maybach", | |
| "Mazda", | |
| "McLaren", | |
| "Mercedes-Benz", | |
| "Mitsubishi", | |
| "Nissan", | |
| "Plymouth", | |
| "Porsche", | |
| "Ram", | |
| "Rolls-Royce", | |
| "Scion", | |
| "Spyker", | |
| "Suzuki", | |
| "Tesla", | |
| "Toyota", | |
| "Volkswagen", | |
| "Volvo", | |
| "smart" | |
| ], | |
| "epochs": 8, | |
| "image_size": 288, | |
| "batch_size": 16, | |
| "backbone_lr": 0.0001, | |
| "head_lr": 0.001, | |
| "majority_baseline": 0.11112475442043222, | |
| "val_accuracy": 0.9202453987730062, | |
| "test_accuracy_plain": 0.9241387887078721, | |
| "test_accuracy_tta": 0.9269991294615098, | |
| "previous_model_accuracy": 0.8514, | |
| "history": { | |
| "train_loss": [ | |
| 2.783953580273291, | |
| 0.9787385308846636, | |
| 0.5814701036334559, | |
| 0.4797711311859855, | |
| 0.43764293460606485, | |
| 0.4189803975768485, | |
| 0.4121319403684816, | |
| 0.4095040149173362 | |
| ], | |
| "train_acc": [ | |
| 0.30472161572052403, | |
| 0.8332423580786026, | |
| 0.9596069868995634, | |
| 0.9892194323144105, | |
| 0.996042576419214, | |
| 0.9987718340611353, | |
| 0.9995906113537117, | |
| 0.9991812227074236 | |
| ], | |
| "val_loss": [ | |
| 1.774648526548608, | |
| 0.9960233030875036, | |
| 0.8324032773269466, | |
| 0.7850571597280678, | |
| 0.7175895720171782, | |
| 0.7131279548984364, | |
| 0.6997977729955334, | |
| 0.6970531023353156 | |
| ], | |
| "val_acc": [ | |
| 0.5717791411042945, | |
| 0.8171779141104294, | |
| 0.8748466257668711, | |
| 0.8957055214723927, | |
| 0.9141104294478528, | |
| 0.9141104294478528, | |
| 0.9165644171779141, | |
| 0.9202453987730062 | |
| ] | |
| } | |
| } |