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TFT Object Detection Computer Vision Project

The Cooper Union

Updated a year ago

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Tags
Object Detection Model snap
Classes (208)
aatrox-champion
ab
absolution-item
ahri-champion
akshan-champion
anima_visage-item
aphelios-champion
archangels_staff-item
ashe-champion
azir-champion
bandle_city-portal
baron_nashor-champion
bastion_emblem-item
belveth-champion
bf_sword-components
blacksmiths_gloves-item
bloodthirster-item
blue_blessing-item
blue_buff-item
bramble_vest-item
bruiser_emblem-item
bulwarks_oath-item
capricious_forge-item
cassiopeia-champion
chain_vest-components
chalice_of_power-item
challenger_emblem-item
chogath-champion
darius-champion
deadeye_emblem-item
deathblade-item
deathfire_grasp-item
deaths_defiance-item
demacia_emblem-item
demonslayer-item
diamond_hands-item
dragons_claw-item
dragons_will-item
dravens_axe-item
dvarapala_stoneplate-item
edge_of_night-item
ekko-champion
eternal_whisper-item
eternal_winter-item
fist_of_fairness-item
flag
freljord-portal
freljord_emblem-item
galio-champion
garen-champion
gargoyle_stoneplate-item
giant_slayer-item
giants_belt-components
glamorous_gauntlet-item
gold
gold_collector-item
golden_duplicator
golden_egg
goldmancers_staff-item
guardbreaker-item
guinsoos_rageblade-item
guinsoos_reckoning-item
gunner_emblem-item
gwen-champion
hand_of_justice-item
heimerdinger-champion
heimerdinger_turret
hextech_gunblade-item
hextech_lifeblade-item
hullcrusher-item
infinity_edge-item
infinity_force-item
invoker_emblem-item
ionia-portal
ionia_emblem-item
ionic_spark-item
irelia-champion
jarvan_4-champion
jayce
jayce-champion
jeweled_gauntlet-item
jhin-champion
jinx-champion
juggernaut_emblem-item
kaisa-champion
kalista-champion
karma-champion
kassadin-champion
katarina-champion
kayle-champion
kled-champion
krug-pve
ksante-champion
last_whisper-item
lesser_duplicator
lissandra-champion
locket_of_the_iron_solari-item
loot_orb
lux-champion
malzahar-champion
manazane-item
maokai-champion
minion-pve
moguls_mail-item
more_more-ellonomicon-item
morellonomicon-item
nasus-champion
needlessly_large_rod-components
negatron_cloak-components
noxus-portal
noxus_emblem-item
orianna-champion
piltover-portal
piltover_emblem-item
poppy-champion
protect
protectors_vow-item
quickestsilver-item
quicksilver-item
rabadons_ascended_deathcap-item
rabadons_deathcap-item
randuins_omen-item
rapid_firecannon-item
rapid_lightcannon-item
raptor-pve
rascals_gloves-item
recurve_bow-components
redemption-item
reforger
reksai-champion
remover
renekton-champion
rift_herald-champion
rogue_emblem-item
rosethorn_vest-item
runaans_hurricane-item
ryze-champion
samira-champion
scuttle-pve
sejuani-champion
senna-champion
sett-champion
shadow_isles-portal
shadow_isles_emblem-item
shen-champion
shroud_of_stillness-item
shurima-portal
shurima_emblem-item
sion
sion-champion
slayer_emblem-item
snipers_focus-item
sona
sona-champion
soraka-champion
sorcerer_emblem-item
sparring_gloves-components
spatula-components
spear_of_hirana-item
spear_of_shojin-item
statikk_shiv-item
statikks_favor-item
strategist_emblem-item
sunfire_cape-item
sunlight_cape-item
swain-champion
tactician
tacticians_crown-item
taliyah-champion
targon-portal
targon_emblem-item
taric-champion
tear_of_the_goddess-components
teemo-champion
thex-champion
thiefs_gloves-item
titans_resolve-item
titans_vow-item
tome_of_traits
training_dummy
tricksters_glass-item
tristana-champion
urf-angels_staff-item
urgot-champion
velkoz-champion
vi-champion
viego-champion
virulent_bioware-chemmod
void-portal
void_egg-champion
void_emblem-item
void_remora-champion
warmogs_armor-item
warmogs_pride-item
warwick-champion
willbreaker-item
wolves-pve
yasuo-champion
zaun-portal
zaun_emblem-item
zed-champion
zekes_harmony-item
zekes_herald-item
zenith_edge-item
zephyr-item
zeri-champion
zzrot_portal-item
zzrots_invitation-item

Metrics

mAP
23.8%
Precision
46.2%
Recall
21.1%
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LICENSE
CC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

                        

        
        

            
        

     
@misc{
                            tft-object-detection_dataset,
                            title = { TFT Object Detection Dataset },
                            type = { Open Source Dataset },
                            author = { The Cooper Union },
                            howpublished = { \url{ https://universe.roboflow.com/the-cooper-union/tft-object-detection } },
                            url = { https://universe.roboflow.com/the-cooper-union/tft-object-detection },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { sep },
                            note = { visited on 2025-03-20 },
                            }

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