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https://github.com/jparedesds/lol-map-tracking-object-detection
League of Legends object detection and tracking
https://github.com/jparedesds/lol-map-tracking-object-detection
huggingface league-of-legends object-detection opencv tensorflow yolo
Last synced: 2 days ago
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League of Legends object detection and tracking
- Host: GitHub
- URL: https://github.com/jparedesds/lol-map-tracking-object-detection
- Owner: jparedesDS
- Created: 2025-01-15T11:25:28.000Z (4 days ago)
- Default Branch: main
- Last Pushed: 2025-01-15T15:39:40.000Z (3 days ago)
- Last Synced: 2025-01-15T17:50:41.563Z (3 days ago)
- Topics: huggingface, league-of-legends, object-detection, opencv, tensorflow, yolo
- Homepage: https://huggingface.co/jparedesDS/lol-map-tracking-object-detection
- Size: 9.77 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 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
#### Labels
#### Results
#### Predict
```
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/