├── .gitignore ├── LICENSE ├── LeagueAI_helper.py ├── LeagueAI_mAP.py ├── LeagueAI_minimal_example.py ├── LeagueAI_video_evaluation.py ├── README.md ├── cfg ├── LeagueAI.cfg ├── LeagueAI.names ├── LeagueAI_2017.cfg ├── LeagueAI_2017.names └── LeagueAI_combined.cfg ├── generate_dataset ├── bootstrap.py ├── check_dataset_integrity.py ├── convert_tensorflow_to_pytorch.py ├── pyExportTransparentPNG.py ├── pyFrameexporter.py ├── remove_outline.py ├── rename_classes.py └── split_test_train.py ├── pallete ├── plot_loss.py ├── report ├── Makefile ├── figures │ ├── dataset_generation.drawio │ ├── dataset_generation.png │ ├── example.jpg │ ├── iou_equation.png │ ├── loss.png │ ├── modelviewer.jpg │ ├── new_05_02_final.png │ ├── new_better.jpg │ ├── new_better2.jpg │ ├── new_wrong.jpg │ ├── old.png │ ├── ultrun_32.png │ └── yolov3.png ├── ieeeconf.cls ├── report.pdf ├── report.tex └── sections │ ├── abstract.tex │ ├── conclusion.tex │ ├── evaluation.log │ ├── evaluation.tex │ ├── intro.log │ ├── intro.tex │ ├── method.log │ ├── method.tex │ ├── ref.bbl │ ├── ref.bib │ └── related.tex ├── test_map ├── combined.png ├── eval_result ├── images_hand │ ├── eval_0.jpg │ ├── eval_1.jpg │ ├── eval_10.jpg │ ├── eval_11.jpg │ ├── eval_12.jpg │ ├── eval_13.jpg │ ├── eval_14.jpg │ ├── eval_15.jpg │ ├── eval_16.jpg │ ├── eval_17.jpg │ ├── eval_18.jpg │ ├── eval_19.jpg │ ├── eval_2.jpg │ ├── eval_20.jpg │ ├── eval_21.jpg │ ├── eval_22.jpg │ ├── eval_23.jpg │ ├── eval_24.jpg │ ├── eval_25.jpg │ ├── eval_26.jpg │ ├── eval_27.jpg │ ├── eval_28.jpg │ ├── eval_29.jpg │ ├── eval_3.jpg │ ├── eval_30.jpg │ ├── eval_31.jpg │ ├── eval_32.jpg │ ├── eval_33.jpg │ ├── eval_34.jpg │ ├── eval_35.jpg │ ├── eval_36.jpg │ ├── eval_37.jpg │ ├── eval_38.jpg │ ├── eval_39.jpg │ ├── eval_4.jpg │ ├── eval_40.jpg │ ├── eval_41.jpg │ ├── eval_42.jpg │ ├── eval_43.jpg │ ├── eval_44.jpg │ ├── eval_5.jpg │ ├── eval_6.jpg │ ├── eval_7.jpg │ ├── eval_8.jpg │ ├── eval_87.jpg │ ├── eval_88.jpg │ ├── eval_89.jpg │ ├── eval_9.jpg │ ├── eval_90.jpg │ ├── eval_91.jpg │ ├── eval_92.jpg │ ├── eval_93.jpg │ ├── eval_94.jpg │ └── eval_95.jpg ├── images_hand_old │ ├── 0.jpg │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── images_synthetic │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 22.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── labels_hand_3 │ ├── eval_0.txt │ ├── eval_1.txt │ ├── eval_10.txt │ ├── eval_11.txt │ ├── eval_12.txt │ ├── eval_13.txt │ ├── eval_14.txt │ ├── eval_15.txt │ ├── eval_16.txt │ ├── eval_17.txt │ ├── eval_18.txt │ ├── eval_19.txt │ ├── eval_2.txt │ ├── eval_20.txt │ ├── eval_21.txt │ ├── eval_22.txt │ ├── eval_23.txt │ ├── eval_24.txt │ ├── eval_25.txt │ ├── eval_26.txt │ ├── eval_27.txt │ ├── eval_28.txt │ ├── eval_29.txt │ ├── eval_3.txt │ ├── eval_30.txt │ ├── eval_31.txt │ ├── eval_32.txt │ ├── eval_33.txt │ ├── eval_34.txt │ ├── eval_35.txt │ ├── eval_36.txt │ ├── eval_37.txt │ ├── eval_38.txt │ ├── eval_39.txt │ ├── eval_4.txt │ ├── eval_40.txt │ ├── eval_41.txt │ ├── eval_42.txt │ ├── eval_43.txt │ ├── eval_44.txt │ ├── eval_5.txt │ ├── eval_6.txt │ ├── eval_7.txt │ ├── eval_8.txt │ ├── eval_87.txt │ ├── eval_88.txt │ ├── eval_89.txt │ ├── eval_9.txt │ ├── eval_90.txt │ ├── eval_91.txt │ ├── eval_92.txt │ ├── eval_93.txt │ ├── eval_94.txt │ ├── eval_95.txt │ └── rename_classes.py ├── labels_hand_5 │ ├── convert_tensorflow_to_pytorch.py │ ├── eval_0.txt │ ├── eval_1.txt │ ├── eval_10.txt │ ├── eval_11.txt │ ├── eval_12.txt │ ├── eval_13.txt │ ├── eval_14.txt │ ├── eval_15.txt │ ├── eval_16.txt │ ├── eval_17.txt │ ├── eval_18.txt │ ├── eval_19.txt │ ├── eval_2.txt │ ├── eval_20.txt │ ├── eval_21.txt │ ├── eval_22.txt │ ├── eval_23.txt │ ├── eval_24.txt │ ├── eval_25.txt │ ├── eval_26.txt │ ├── eval_27.txt │ ├── eval_28.txt │ ├── eval_29.txt │ ├── eval_3.txt │ ├── eval_30.txt │ ├── eval_31.txt │ ├── eval_32.txt │ ├── eval_33.txt │ ├── eval_34.txt │ ├── eval_35.txt │ ├── eval_36.txt │ ├── eval_37.txt │ ├── eval_38.txt │ ├── eval_39.txt │ ├── eval_4.txt │ ├── eval_40.txt │ ├── eval_41.txt │ ├── eval_42.txt │ ├── eval_43.txt │ ├── eval_44.txt │ ├── eval_5.txt │ ├── eval_6.txt │ ├── eval_7.txt │ ├── eval_8.txt │ ├── eval_87.txt │ ├── eval_88.txt │ ├── eval_89.txt │ ├── eval_9.txt │ ├── eval_90.txt │ ├── eval_91.txt │ ├── eval_92.txt │ ├── eval_93.txt │ ├── eval_94.txt │ └── eval_95.txt ├── labels_hand_old │ ├── 0.txt │ ├── 1.txt │ ├── 10.txt │ ├── 11.txt │ ├── 12.txt │ ├── 13.txt │ ├── 14.txt │ ├── 15.txt │ ├── 16.txt │ ├── 17.txt │ ├── 18.txt │ ├── 19.txt │ ├── 2.txt │ ├── 20.txt │ ├── 3.txt │ ├── 4.txt │ ├── 5.txt │ ├── 6.txt │ ├── 7.txt │ ├── 8.txt │ └── 9.txt ├── labels_synthetic │ ├── 10.txt │ ├── 11.txt │ ├── 12.txt │ ├── 13.txt │ ├── 14.txt │ ├── 15.txt │ ├── 16.txt │ ├── 17.txt │ ├── 18.txt │ ├── 19.txt │ ├── 2.txt │ ├── 20.txt │ ├── 3.txt │ ├── 4.txt │ ├── 5.txt │ ├── 6.txt │ ├── 7.txt │ ├── 8.txt │ └── 9.txt ├── loss.png ├── mAP_images │ ├── 10_new.jpg │ ├── 10_old.jpg │ ├── 11_new.jpg │ ├── 11_old.jpg │ ├── 12_new.jpg │ ├── 12_old.jpg │ ├── 13_new.jpg │ ├── 13_old.jpg │ ├── 14_new.jpg │ ├── 14_old.jpg │ ├── 15_new.jpg │ ├── 15_old.jpg │ ├── 16_new.jpg │ ├── 16_old.jpg │ ├── 17_new.jpg │ ├── 17_old.jpg │ ├── 18_new.jpg │ ├── 18_old.jpg │ ├── 19_new.jpg │ ├── 19_old.jpg │ ├── 1_new.jpg │ ├── 1_old.jpg │ ├── 20_new.jpg │ ├── 20_old.jpg │ ├── 21_new.jpg │ ├── 21_old.jpg │ ├── 22_new.jpg │ ├── 22_old.jpg │ ├── 23_new.jpg │ ├── 23_old.jpg │ ├── 24_new.jpg │ ├── 24_old.jpg │ ├── 25_new.jpg │ ├── 25_old.jpg │ ├── 26_new.jpg │ ├── 26_old.jpg │ ├── 27_new.jpg │ ├── 27_old.jpg │ ├── 28_new.jpg │ ├── 28_old.jpg │ ├── 29_new.jpg │ ├── 29_old.jpg │ ├── 2_new.jpg │ ├── 2_old.jpg │ ├── 30_new.jpg │ ├── 30_old.jpg │ ├── 31_new.jpg │ ├── 31_old.jpg │ ├── 32_new.jpg │ ├── 32_old.jpg │ ├── 33_new.jpg │ ├── 33_old.jpg │ ├── 34_new.jpg │ ├── 34_old.jpg │ ├── 35_new.jpg │ ├── 35_old.jpg │ ├── 36_new.jpg │ ├── 36_old.jpg │ ├── 37_new.jpg │ ├── 37_old.jpg │ ├── 38_new.jpg │ ├── 38_old.jpg │ ├── 39_new.jpg │ ├── 39_old.jpg │ ├── 3_new.jpg │ ├── 3_old.jpg │ ├── 40_new.jpg │ ├── 40_old.jpg │ ├── 41_new.jpg │ ├── 41_old.jpg │ ├── 42_new.jpg │ ├── 42_old.jpg │ ├── 43_new.jpg │ ├── 43_old.jpg │ ├── 44_new.jpg │ ├── 44_old.jpg │ ├── 45_new.jpg │ ├── 45_old.jpg │ ├── 46_new.jpg │ ├── 46_old.jpg │ ├── 47_new.jpg │ ├── 47_old.jpg │ ├── 48_new.jpg │ ├── 48_old.jpg │ ├── 49_new.jpg │ ├── 49_old.jpg │ ├── 4_new.jpg │ ├── 4_old.jpg │ ├── 50_new.jpg │ ├── 50_old.jpg │ ├── 51_new.jpg │ ├── 51_old.jpg │ ├── 52_new.jpg │ ├── 52_old.jpg │ ├── 53_new.jpg │ ├── 53_old.jpg │ ├── 54_new.jpg │ ├── 54_old.jpg │ ├── 5_new.jpg │ ├── 5_old.jpg │ ├── 6_new.jpg │ ├── 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