Revising deep learning methods in parking lot occupancy detection

Benchmark Model Rank Results
parking-space-occupancy-on-acmpsEfficientNet-P#1F1-score: 0.9982
parking-space-occupancy-on-acmpsMobileNetV2#2F1-score: 0.9971
parking-space-occupancy-on-acmpsCarNet#3F1-score: 0.9877
parking-space-occupancy-on-acmpsCFEN#4F1-score: 0.9789
parking-space-occupancy-on-acmpsResNet50#5F1-score: 0.9379
parking-space-occupancy-on-action-camera-parkingMobileNetV2#1F1-score: 0.9343
parking-space-occupancy-on-action-camera-parkingVGG-19#2F1-score: 0.9152
parking-space-occupancy-on-action-camera-parkingEfficientNet-P#3F1-score: 0.9125
parking-space-occupancy-on-action-camera-parkingmAlexNet#4F1-score: 0.8577
parking-space-occupancy-on-action-camera-parkingResNet50#5F1-score: 0.8377
parking-space-occupancy-on-action-camera-parkingCFEN#6F1-score: 0.8302
parking-space-occupancy-on-action-camera-parkingViT#7F1: 0.8152
parking-space-occupancy-on-cnrpark-extEfficientNet-P#1F1-score: 0.9683
parking-space-occupancy-on-cnrpark-extMobileNetV2#2F1-score: 0.9663
parking-space-occupancy-on-cnrpark-extVGG-19#3F1-score: 0.9629
parking-space-occupancy-on-cnrpark-extResNet50#4F1-score: 0.938
parking-space-occupancy-on-cnrpark-extCarNet#5F1-score: 0.9332
parking-space-occupancy-on-cnrpark-extViT#6F1-score: 0.9176
parking-space-occupancy-on-cnrpark-extCFEN#7F1-score: 0.8482
parking-space-occupancy-on-pklotVGG-19#1F1-score: 0.9988
parking-space-occupancy-on-pklotResNet50#2F1-score: 0.9926
parking-space-occupancy-on-spklEfficientNet-P#1F1-score: 0.7393
parking-space-occupancy-on-spklViT#2F1-score: 0.7335
parking-space-occupancy-on-spklCarNet#3F1-score: 0.7131
parking-space-occupancy-on-spklMobileNetV2#4F1-score: 0.6937
parking-space-occupancy-on-spklVGG-19#5F1-score: 0.6801
parking-space-occupancy-on-spklResNet50#6F1-score: 0.6674
parking-space-occupancy-on-spklCFEN#7F1-score: 0.5367