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