--- license: mit --- # League of Legends Map Tracking Object Detection Detection of League of legends player in map with AI (Yolo11) #### Supported Labels ['Aatrox', 'Ahri', 'Akali', 'Akshan', 'Alistar', 'Amumu', 'Anivia', 'Annie', 'Aphelios', 'Ashe', 'AurelionSol', 'Azir', 'Bard', 'Blitzcrank', 'Brand', 'Braum', 'Caitlyn', 'Camille', 'Cassiopeia', 'ChoGath', 'Chogath', 'Corki', 'Darius', 'Diana', 'DrMundo', 'Draven', 'Ekko', 'Elise', 'Evelynn', 'Ezreal', 'Fiddlesticks', 'Fiora', 'Fizz', 'Galio', 'Gangplank', 'Garen', 'Gnar', 'Gragas', 'Graves', 'Gwen', 'Hecarim', 'Heimerdinger', 'Illaoi', 'Irelia', 'Ivern', 'Janna', 'Jarvan', 'Jax', 'Jayce', 'Jaycew', 'Jhin', 'Jinx', 'Kaisa', 'Kalista', 'Kane', 'Karma', 'Karthus', 'Kassadin', 'Katarina', 'Kayle', 'Kayn', 'Kennen', 'KhaZix', 'Kindred', 'Kled', 'KogMaw', 'LeBlanc', 'LeeSin', 'Leona', 'Lilia', 'Lillia', 'Lissandra', 'Lucian', 'Lulu', 'Lux', 'Malphite', 'Malzahar', 'Maokai', 'MasterYi', 'Mindred', 'MissFortune', 'Mordekaiser', 'Morgana', 'Nami', 'Nasus', 'Nautilus', 'Neeko', 'Nidalee', 'Nilah', 'Nocturne', 'Nunu', 'Olaf', 'Orianna', 'Ornn', 'Pantheon', 'Poppy', 'Pyke', 'Qiyana', 'Quinn', 'Rakan', 'Rammus', 'RekSai', 'Reksai', 'Rell', 'Renata', 'Renekton', 'Rengar', 'Riven', 'Rumble', 'Ryze', 'Samira', 'Sejuani', 'Senna', 'Seraphine', 'Sett', 'Shaco', 'Shen', 'Shyvana', 'Singed', 'Sion', 'Sivir', 'Skarner', 'Sona', 'Soraka', 'Swain', 'Sylas', 'Syndra', 'TahmKench', 'Taliyah', 'Talon', 'Taric', 'Teemo', 'Thresh', 'Tristana', 'Trundle', 'Tryndamere', 'TwistedFate', 'Twitch', 'Udyr', 'Urgot', 'Varus', 'Vayne', 'Veigar', 'VelKoz', 'Velkoz', 'Vex', 'Vi', 'Viego', 'Viktor', 'Vladimir', 'Volibear', 'Warwick', 'Wukong', 'Xayah', 'Xerath', 'XinZhao', 'Yasuo', 'Yone', 'Yorick', 'Yuumi', 'Zac', 'Zed', 'Zeri', 'Ziggs', 'Zilean', 'Zoe', 'Zyra'] #### ALL my models YOLO11, YOLOv10 & YOLOv9 - Yolov9c: https://huggingface.co/jparedesDS/cs2-yolov9c - Yolov10s: https://huggingface.co/jparedesDS/cs2-yolov10s - Yolov10m: https://huggingface.co/jparedesDS/cs2-yolov10m - Yolov10b: https://huggingface.co/jparedesDS/cs2-yolov10b - Yolov10b: https://huggingface.co/jparedesDS/valorant-yolov10b - Yolo11x: https://huggingface.co/jparedesDS/welding-defects-detection #### How to use ``` from ultralytics import YOLO # Load a pretrained YOLO model model = YOLO(r'weights\yolo11m_lol-tracking.pt') # Run inference on 'image.png' with arguments model.predict( 'image.png', save=True, device=0 ) ``` #### Confusion matrix normalized ![confusion_matrix_normalized.png](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/Bu6XXKVGDh-PfEq1HYVSC.png) #### Labels ![labels.jpg](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/fuHk2Tfi_kV6wBGKFuECC.jpeg) #### Results ![results.png](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/U4993AuuhClKD-eETn6kN.png) #### Predict ![val_batch1_labels.jpg](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/CWsVKQ2RUx2cBhDCNMExI.jpeg) ![val_batch1_pred.jpg](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/Jh0WFSbpXUEGXCXozQV78.jpeg) ``` YOLO11m summary (fused): 303 layers, 20,158,789 parameters, 0 gradients, 68.4 GFLOPs Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 9/9 [00:05<00:00, 1.67it/s] all 822 1058 0.978 0.991 0.993 0.97 Aatrox 5 5 0.977 1 0.995 0.995 Ahri 6 6 0.981 1 0.995 0.995 Akali 4 4 0.979 1 0.995 0.995 Alistar 7 7 0.983 1 0.995 0.995 Amumu 3 3 1 1 0.995 0.995 Anivia 6 6 0.983 1 0.995 0.995 Annie 21 21 0.998 1 0.995 0.875 Aphelios 4 4 1 1 0.995 0.995 Ashe 1 1 1 1 0.995 0.995 AurelionSol 4 4 0.974 1 0.995 0.995 Azir 8 8 0.997 1 0.995 0.856 Bard 22 22 1 0.975 0.995 0.874 Blitzcrank 8 8 0.985 1 0.995 0.995 Brand 3 3 0.962 1 0.995 0.995 Braum 5 5 0.984 1 0.995 0.995 Caitlyn 5 5 0.985 1 0.995 0.93 Camille 7 7 0.989 1 0.995 0.875 Cassiopeia 3 3 0.988 1 0.995 0.74 Chogath 3 3 0.963 1 0.995 0.995 Corki 7 7 0.986 1 0.995 0.995 Darius 3 3 0.966 1 0.995 0.995 Diana 7 7 0.984 1 0.995 0.995 DrMundo 4 4 0.973 1 0.995 0.995 Draven 3 3 0.963 1 0.995 0.995 Ekko 8 8 0.99 1 0.995 0.953 Elise 4 4 0.975 1 0.995 0.995 Evelynn 5 5 0.978 1 0.995 0.995 Ezreal 6 6 0.981 1 0.995 0.995 Fiddlesticks 9 9 0.988 1 0.995 0.995 Fiora 3 3 0.967 1 0.995 0.995 Fizz 6 6 0.981 1 0.995 0.995 Galio 5 5 0.978 1 0.995 0.995 Gangplank 5 5 0.98 1 0.995 0.995 Garen 4 4 0.997 1 0.995 0.995 Gnar 3 3 0.966 1 0.995 0.995 Gragas 5 5 0.989 1 0.995 0.89 Graves 14 14 1 0.837 0.937 0.852 Gwen 11 11 0.995 1 0.995 0.947 Hecarim 13 13 1 0.932 0.995 0.954 Heimerdinger 8 8 0.8 1 0.995 0.893 Illaoi 5 5 0.978 1 0.995 0.995 Irelia 16 17 0.998 0.941 0.979 0.807 Ivern 4 4 0.973 1 0.995 0.995 Janna 7 7 0.994 1 0.995 0.995 Jarvan 3 3 0.974 1 0.995 0.995 Jax 7 7 0.984 1 0.995 0.995 Jayce 2 2 0.956 1 0.995 0.995 Jhin 4 4 0.981 1 0.995 0.949 Jinx 4 4 0.973 1 0.995 0.995 Kaisa 23 23 0.955 0.927 0.99 0.879 Kalista 7 7 0.997 1 0.995 0.995 Kane 6 6 0.983 1 0.995 0.995 Karma 12 12 0.984 1 0.995 0.886 Karthus 5 5 0.98 1 0.995 0.995 Kassadin 1 1 0.933 1 0.995 0.995 Katarina 5 5 0.987 1 0.995 0.911 Kayle 9 9 0.987 1 0.995 0.995 Kayn 9 9 0.99 1 0.995 0.986 Kennen 5 5 1 1 0.995 0.995 KhaZix 7 7 0.985 1 0.995 0.995 Kled 5 5 0.975 1 0.995 0.995 KogMaw 7 7 0.983 1 0.995 0.995 LeBlanc 8 8 0.986 1 0.995 0.995 LeeSin 3 3 0.967 1 0.995 0.995 Leona 9 9 0.987 1 0.995 0.995 Lillia 4 4 0.976 1 0.995 0.995 Lissandra 6 6 0.987 1 0.995 0.982 Lucian 17 17 1 0.885 0.987 0.902 Lulu 3 3 0.966 1 0.995 0.995 Lux 3 3 0.969 1 0.995 0.995 Malphite 26 26 1 0.995 0.995 0.902 Malzahar 3 3 0.968 1 0.995 0.995 Maokai 4 4 0.97 1 0.995 0.995 MasterYi 2 2 0.957 1 0.995 0.995 Mindred 7 7 0.985 1 0.995 0.995 MissFortune 4 4 0.976 1 0.995 0.995 Mordekaiser 7 7 0.988 1 0.995 0.995 Morgana 6 6 1 1 0.995 0.995 Nami 4 4 0.975 1 0.995 0.995 Nasus 6 6 0.98 1 0.995 0.995 Nautilus 9 9 1 0.938 0.995 0.94 Neeko 5 5 0.979 1 0.995 0.995 Nidalee 5 5 0.982 1 0.995 0.995 Nilah 3 3 0.662 0.667 0.83 0.558 Nocturne 6 6 0.98 1 0.995 0.995 Nunu 3 3 0.972 1 0.995 0.995 Olaf 3 3 0.968 1 0.995 0.995 Orianna 8 8 0.986 1 0.995 0.995 Ornn 8 8 0.992 1 0.995 0.92 Pantheon 1 1 0.928 1 0.995 0.995 Poppy 3 3 0.966 1 0.995 0.995 Qiyana 5 5 0.976 1 0.995 0.995 Quinn 4 4 0.972 1 0.995 0.995 Rakan 3 3 0.964 1 0.995 0.995 Rammus 5 5 0.977 1 0.995 0.995 Reksai 1 1 0.931 1 0.995 0.995 Rell 4 4 0.972 1 0.995 0.995 Renata 6 6 0.988 1 0.995 0.936 Renekton 8 8 0.991 1 0.995 0.955 Rengar 3 3 0.966 1 0.995 0.995 Riven 6 6 0.984 1 0.995 0.995 Rumble 1 1 0.917 1 0.995 0.995 Ryze 6 6 0.982 1 0.995 0.995 Samira 8 8 0.987 1 0.995 0.962 Sejuani 8 8 0.988 1 0.995 0.952 Senna 6 6 0.999 1 0.995 0.995 Seraphine 24 24 0.957 0.928 0.987 0.889 Sett 6 6 0.981 1 0.995 0.995 Shaco 6 6 0.981 1 0.995 0.995 Shen 3 3 0.969 1 0.995 0.995 Shyvana 3 3 0.967 1 0.995 0.995 Singed 7 7 0.991 1 0.995 0.912 Sion 23 23 0.998 1 0.995 0.881 Sivir 7 7 1 1 0.995 0.995 Skarner 5 5 0.98 1 0.995 0.995 Sona 6 6 0.981 1 0.995 0.995 Soraka 7 7 0.992 1 0.995 0.995 Swain 4 4 0.977 1 0.995 0.995 Sylas 20 20 1 0.877 0.985 0.823 Syndra 21 21 1 0.957 0.995 0.866 TahmKench 7 7 0.988 1 0.995 0.995 Taliyah 7 7 0.984 1 0.995 0.995 Talon 7 7 0.992 1 0.995 0.934 Taric 5 5 0.977 1 0.995 0.995 Teemo 4 4 0.974 1 0.995 0.995 Thresh 7 7 1 0.876 0.995 0.995 Tristana 7 7 0.995 1 0.995 0.957 Trundle 5 5 0.978 1 0.995 0.995 Tryndamere 7 7 0.983 1 0.995 0.995 TwistedFate 4 4 0.976 1 0.995 0.995 Twitch 10 10 0.988 1 0.995 0.995 Udyr 7 7 0.981 1 0.995 0.96 Urgot 7 7 0.985 1 0.995 0.995 Varus 5 5 1 1 0.995 0.995 Vayne 3 3 0.968 1 0.995 0.995 Veigar 3 3 0.963 1 0.995 0.995 Velkoz 5 5 1 1 0.995 0.995 Vex 5 5 0.977 1 0.995 0.995 Vi 5 5 0.973 1 0.995 0.995 Viego 6 6 1 0.997 0.995 0.924 Viktor 13 13 0.996 1 0.995 0.978 Vladimir 15 15 0.997 1 0.995 0.957 Volibear 6 6 0.983 1 0.995 0.995 Warwick 3 3 0.972 1 0.995 0.995 Wukong 10 10 0.993 1 0.995 0.94 Xayah 6 6 0.98 1 0.995 0.995 Xerath 2 2 0.953 1 0.995 0.995 XinZhao 6 6 0.982 1 0.995 0.995 Yasuo 6 6 0.989 1 0.995 0.92 Yone 12 12 1 0.972 0.995 0.95 Yorick 9 9 0.987 1 0.995 0.995 Yuumi 9 9 1 0.983 0.995 0.891 Zac 6 6 0.981 1 0.995 0.995 Zed 3 3 0.97 1 0.995 0.995 Zeri 4 4 0.973 1 0.995 0.995 Ziggs 3 3 0.965 1 0.995 0.995 Zilean 10 10 1 0.899 0.995 0.917 Zoe 13 13 0.996 1 0.995 0.96 Zyra 2 2 0.958 1 0.995 0.995 ``` #### Others models... https://huggingface.co/jparedesDS/