{"id":24292323,"url":"https://github.com/jparedesds/lol-map-tracking-object-detection","last_synced_at":"2026-04-17T08:32:14.783Z","repository":{"id":272624436,"uuid":"917110477","full_name":"jparedesDS/lol-map-tracking-object-detection","owner":"jparedesDS","description":"League of Legends object detection and 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League of Legends Map Tracking Object Detection\nDetection of League of legends player in map with AI (Yolo11)\n\n#### Supported Labels\n['Aatrox', 'Ahri', 'Akali', 'Akshan', 'Alistar', 'Amumu', 'Anivia', 'Annie', 'Aphelios', 'Ashe', 'AurelionSol', 'Azir', 'Bard', 'Blitzcrank', 'Brand', 'Braum', 'Caitlyn', \n'Camille', 'Cassiopeia', 'ChoGath', 'Chogath', 'Corki', 'Darius', 'Diana', 'DrMundo', 'Draven', 'Ekko', 'Elise', 'Evelynn', 'Ezreal', 'Fiddlesticks', 'Fiora', 'Fizz', 'Galio', \n'Gangplank', 'Garen', 'Gnar', 'Gragas', 'Graves', 'Gwen', 'Hecarim', 'Heimerdinger', 'Illaoi', 'Irelia', 'Ivern', 'Janna', 'Jarvan', 'Jax', 'Jayce', 'Jaycew', 'Jhin', 'Jinx', \n'Kaisa', 'Kalista', 'Kane', 'Karma', 'Karthus', 'Kassadin', 'Katarina', 'Kayle', 'Kayn', 'Kennen', 'KhaZix', 'Kindred', 'Kled', 'KogMaw', 'LeBlanc', 'LeeSin', 'Leona', 'Lilia', \n'Lillia', 'Lissandra', 'Lucian', 'Lulu', 'Lux', 'Malphite', 'Malzahar', 'Maokai', 'MasterYi', 'Mindred', 'MissFortune', 'Mordekaiser', 'Morgana', 'Nami', 'Nasus', 'Nautilus', \n'Neeko', 'Nidalee', 'Nilah', 'Nocturne', 'Nunu', 'Olaf', 'Orianna', 'Ornn', 'Pantheon', 'Poppy', 'Pyke', 'Qiyana', 'Quinn', 'Rakan', 'Rammus', 'RekSai', 'Reksai', 'Rell', 'Renata', \n'Renekton', 'Rengar', 'Riven', 'Rumble', 'Ryze', 'Samira', 'Sejuani', 'Senna', 'Seraphine', 'Sett', 'Shaco', 'Shen', 'Shyvana', 'Singed', 'Sion', 'Sivir', 'Skarner', 'Sona', \n'Soraka', 'Swain', 'Sylas', 'Syndra', 'TahmKench', 'Taliyah', 'Talon', 'Taric', 'Teemo', 'Thresh', 'Tristana', 'Trundle', 'Tryndamere', 'TwistedFate', 'Twitch', 'Udyr', 'Urgot', \n'Varus', 'Vayne', 'Veigar', 'VelKoz', 'Velkoz', 'Vex', 'Vi', 'Viego', 'Viktor', 'Vladimir', 'Volibear', 'Warwick', 'Wukong', 'Xayah', 'Xerath', 'XinZhao', 'Yasuo', 'Yone', \n'Yorick', 'Yuumi', 'Zac', 'Zed', 'Zeri', 'Ziggs', 'Zilean', 'Zoe', 'Zyra']\n\n#### ALL my models YOLO11, YOLOv10 \u0026 YOLOv9\n- Yolov9c: https://huggingface.co/jparedesDS/cs2-yolov9c\n- Yolov10s: https://huggingface.co/jparedesDS/cs2-yolov10s\n- Yolov10m: https://huggingface.co/jparedesDS/cs2-yolov10m\n- Yolov10b: https://huggingface.co/jparedesDS/cs2-yolov10b\n- Yolov10b: https://huggingface.co/jparedesDS/valorant-yolov10b\n- Yolo11x: https://huggingface.co/jparedesDS/welding-defects-detection\n\n#### How to use\n```\nfrom ultralytics import YOLO\n\n# Load a pretrained YOLO model\nmodel = YOLO(r'weights\\yolo11m_lol-tracking.pt')\n\n# Run inference on 'image.png' with arguments\nmodel.predict(\n 'image.png',\n save=True,\n device=0\n )\n```\n#### Confusion matrix normalized\n![confusion_matrix_normalized.png](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/Bu6XXKVGDh-PfEq1HYVSC.png)\n#### Labels\n![labels.jpg](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/fuHk2Tfi_kV6wBGKFuECC.jpeg)\n#### Results\n![results.png](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/U4993AuuhClKD-eETn6kN.png)\n#### Predict\n![val_batch1_labels.jpg](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/CWsVKQ2RUx2cBhDCNMExI.jpeg)\n![val_batch1_pred.jpg](https://cdn-uploads.huggingface.co/production/uploads/62e1c9b42e4cab6e39dafc97/Jh0WFSbpXUEGXCXozQV78.jpeg)\n```\nYOLO11m summary (fused): 303 layers, 20,158,789 parameters, 0 gradients, 68.4 GFLOPs\n Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 9/9 [00:05\u003c00:00, 1.67it/s]\n all 822 1058 0.978 0.991 0.993 0.97\n Aatrox 5 5 0.977 1 0.995 0.995\n Ahri 6 6 0.981 1 0.995 0.995\n Akali 4 4 0.979 1 0.995 0.995\n Alistar 7 7 0.983 1 0.995 0.995\n Amumu 3 3 1 1 0.995 0.995\n Anivia 6 6 0.983 1 0.995 0.995\n Annie 21 21 0.998 1 0.995 0.875\n Aphelios 4 4 1 1 0.995 0.995\n Ashe 1 1 1 1 0.995 0.995\n AurelionSol 4 4 0.974 1 0.995 0.995\n Azir 8 8 0.997 1 0.995 0.856\n Bard 22 22 1 0.975 0.995 0.874\n Blitzcrank 8 8 0.985 1 0.995 0.995\n Brand 3 3 0.962 1 0.995 0.995\n Braum 5 5 0.984 1 0.995 0.995\n Caitlyn 5 5 0.985 1 0.995 0.93\n Camille 7 7 0.989 1 0.995 0.875\n Cassiopeia 3 3 0.988 1 0.995 0.74\n Chogath 3 3 0.963 1 0.995 0.995\n Corki 7 7 0.986 1 0.995 0.995\n Darius 3 3 0.966 1 0.995 0.995\n Diana 7 7 0.984 1 0.995 0.995\n DrMundo 4 4 0.973 1 0.995 0.995\n Draven 3 3 0.963 1 0.995 0.995\n Ekko 8 8 0.99 1 0.995 0.953\n Elise 4 4 0.975 1 0.995 0.995\n Evelynn 5 5 0.978 1 0.995 0.995\n Ezreal 6 6 0.981 1 0.995 0.995\n Fiddlesticks 9 9 0.988 1 0.995 0.995\n Fiora 3 3 0.967 1 0.995 0.995\n Fizz 6 6 0.981 1 0.995 0.995\n Galio 5 5 0.978 1 0.995 0.995\n Gangplank 5 5 0.98 1 0.995 0.995\n Garen 4 4 0.997 1 0.995 0.995\n Gnar 3 3 0.966 1 0.995 0.995\n Gragas 5 5 0.989 1 0.995 0.89\n Graves 14 14 1 0.837 0.937 0.852\n Gwen 11 11 0.995 1 0.995 0.947\n Hecarim 13 13 1 0.932 0.995 0.954\n Heimerdinger 8 8 0.8 1 0.995 0.893\n Illaoi 5 5 0.978 1 0.995 0.995\n Irelia 16 17 0.998 0.941 0.979 0.807\n Ivern 4 4 0.973 1 0.995 0.995\n Janna 7 7 0.994 1 0.995 0.995\n Jarvan 3 3 0.974 1 0.995 0.995\n Jax 7 7 0.984 1 0.995 0.995\n Jayce 2 2 0.956 1 0.995 0.995\n Jhin 4 4 0.981 1 0.995 0.949\n Jinx 4 4 0.973 1 0.995 0.995\n Kaisa 23 23 0.955 0.927 0.99 0.879\n Kalista 7 7 0.997 1 0.995 0.995\n Kane 6 6 0.983 1 0.995 0.995\n Karma 12 12 0.984 1 0.995 0.886\n Karthus 5 5 0.98 1 0.995 0.995\n Kassadin 1 1 0.933 1 0.995 0.995\n Katarina 5 5 0.987 1 0.995 0.911\n Kayle 9 9 0.987 1 0.995 0.995\n Kayn 9 9 0.99 1 0.995 0.986\n Kennen 5 5 1 1 0.995 0.995\n KhaZix 7 7 0.985 1 0.995 0.995\n Kled 5 5 0.975 1 0.995 0.995\n KogMaw 7 7 0.983 1 0.995 0.995\n LeBlanc 8 8 0.986 1 0.995 0.995\n LeeSin 3 3 0.967 1 0.995 0.995\n Leona 9 9 0.987 1 0.995 0.995\n Lillia 4 4 0.976 1 0.995 0.995\n Lissandra 6 6 0.987 1 0.995 0.982\n Lucian 17 17 1 0.885 0.987 0.902\n Lulu 3 3 0.966 1 0.995 0.995\n Lux 3 3 0.969 1 0.995 0.995\n Malphite 26 26 1 0.995 0.995 0.902\n Malzahar 3 3 0.968 1 0.995 0.995\n Maokai 4 4 0.97 1 0.995 0.995\n MasterYi 2 2 0.957 1 0.995 0.995\n Mindred 7 7 0.985 1 0.995 0.995\n MissFortune 4 4 0.976 1 0.995 0.995\n Mordekaiser 7 7 0.988 1 0.995 0.995\n Morgana 6 6 1 1 0.995 0.995\n Nami 4 4 0.975 1 0.995 0.995\n Nasus 6 6 0.98 1 0.995 0.995\n Nautilus 9 9 1 0.938 0.995 0.94\n Neeko 5 5 0.979 1 0.995 0.995\n Nidalee 5 5 0.982 1 0.995 0.995\n Nilah 3 3 0.662 0.667 0.83 0.558\n Nocturne 6 6 0.98 1 0.995 0.995\n Nunu 3 3 0.972 1 0.995 0.995\n Olaf 3 3 0.968 1 0.995 0.995\n Orianna 8 8 0.986 1 0.995 0.995\n Ornn 8 8 0.992 1 0.995 0.92\n Pantheon 1 1 0.928 1 0.995 0.995\n Poppy 3 3 0.966 1 0.995 0.995\n Qiyana 5 5 0.976 1 0.995 0.995\n Quinn 4 4 0.972 1 0.995 0.995\n Rakan 3 3 0.964 1 0.995 0.995\n Rammus 5 5 0.977 1 0.995 0.995\n Reksai 1 1 0.931 1 0.995 0.995\n Rell 4 4 0.972 1 0.995 0.995\n Renata 6 6 0.988 1 0.995 0.936\n Renekton 8 8 0.991 1 0.995 0.955\n Rengar 3 3 0.966 1 0.995 0.995\n Riven 6 6 0.984 1 0.995 0.995\n Rumble 1 1 0.917 1 0.995 0.995\n Ryze 6 6 0.982 1 0.995 0.995\n Samira 8 8 0.987 1 0.995 0.962\n Sejuani 8 8 0.988 1 0.995 0.952\n Senna 6 6 0.999 1 0.995 0.995\n Seraphine 24 24 0.957 0.928 0.987 0.889\n Sett 6 6 0.981 1 0.995 0.995\n Shaco 6 6 0.981 1 0.995 0.995\n Shen 3 3 0.969 1 0.995 0.995\n Shyvana 3 3 0.967 1 0.995 0.995\n Singed 7 7 0.991 1 0.995 0.912\n Sion 23 23 0.998 1 0.995 0.881\n Sivir 7 7 1 1 0.995 0.995\n Skarner 5 5 0.98 1 0.995 0.995\n Sona 6 6 0.981 1 0.995 0.995\n Soraka 7 7 0.992 1 0.995 0.995\n Swain 4 4 0.977 1 0.995 0.995\n Sylas 20 20 1 0.877 0.985 0.823\n Syndra 21 21 1 0.957 0.995 0.866\n TahmKench 7 7 0.988 1 0.995 0.995\n Taliyah 7 7 0.984 1 0.995 0.995\n Talon 7 7 0.992 1 0.995 0.934\n Taric 5 5 0.977 1 0.995 0.995\n Teemo 4 4 0.974 1 0.995 0.995\n Thresh 7 7 1 0.876 0.995 0.995\n Tristana 7 7 0.995 1 0.995 0.957\n Trundle 5 5 0.978 1 0.995 0.995\n Tryndamere 7 7 0.983 1 0.995 0.995\n TwistedFate 4 4 0.976 1 0.995 0.995\n Twitch 10 10 0.988 1 0.995 0.995\n Udyr 7 7 0.981 1 0.995 0.96\n Urgot 7 7 0.985 1 0.995 0.995\n Varus 5 5 1 1 0.995 0.995\n Vayne 3 3 0.968 1 0.995 0.995\n Veigar 3 3 0.963 1 0.995 0.995\n Velkoz 5 5 1 1 0.995 0.995\n Vex 5 5 0.977 1 0.995 0.995\n Vi 5 5 0.973 1 0.995 0.995\n Viego 6 6 1 0.997 0.995 0.924\n Viktor 13 13 0.996 1 0.995 0.978\n Vladimir 15 15 0.997 1 0.995 0.957\n Volibear 6 6 0.983 1 0.995 0.995\n Warwick 3 3 0.972 1 0.995 0.995\n Wukong 10 10 0.993 1 0.995 0.94\n Xayah 6 6 0.98 1 0.995 0.995\n Xerath 2 2 0.953 1 0.995 0.995\n XinZhao 6 6 0.982 1 0.995 0.995\n Yasuo 6 6 0.989 1 0.995 0.92\n Yone 12 12 1 0.972 0.995 0.95\n Yorick 9 9 0.987 1 0.995 0.995\n Yuumi 9 9 1 0.983 0.995 0.891\n Zac 6 6 0.981 1 0.995 0.995\n Zed 3 3 0.97 1 0.995 0.995\n Zeri 4 4 0.973 1 0.995 0.995\n Ziggs 3 3 0.965 1 0.995 0.995\n Zilean 10 10 1 0.899 0.995 0.917\n Zoe 13 13 0.996 1 0.995 0.96\n Zyra 2 2 0.958 1 0.995 0.995\n```\n\n#### Others models...\nhttps://huggingface.co/jparedesDS/\n\n## ❤️ Why buy me a coffee?\n\nIf any of my repositories have been useful to you, saved you time, or inspired you in any way, you can support my work by buying me a coffee ☕\nYour 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