readme: ---
  tags:
  - image-classification
  - pytorch
  - huggingpics
  metrics:
  - accuracy
  
  model-index:
  - name: brand-detector
    results:
    - task:
        name: Image Classification
        type: image-classification
      metrics:
        - name: Accuracy
          type: accuracy
          value: 0.8428270220756531
  ---
  
  # brand-detector
  
  Brand detector is a particular case of image classification, since these may contain only text, images, or a combination of both. 
  
  In this work, we trained a system for the brand classification of shoes available at https://www.shooos.com/.
  
  The method allows obtaining the most similar brands on the basis of their shape, color, business sector, semantics, general characteristics, or a combination of other features. 
  
  The proposed approach is evaluated using 15% of unseen images of the dataset. The experimentation carried out attained reliable performance results, both quantitatively and qualitatively.
  
  How to test:
  - find on Google Images any image related to shoe brands below and test it!
  
  This model is not fully trained yet :D
  
  ## Example Images
  
  
  #### adidas
  
  ![adidas](images/adidas.jpg)
  
  #### arkk-copenhagen
  
  ![arkk-copenhagen](images/arkk-copenhagen.jpg)
  
  #### asics
  
  ![asics](images/asics.jpg)
  
  #### birkenstock
  
  ![birkenstock](images/birkenstock.jpg)
  
  #### bjorn-borg
  
  ![bjorn-borg](images/bjorn-borg.jpg)
  
  #### by-garment-makers
  
  ![by-garment-makers](images/by-garment-makers.jpg)
  
  #### camper
  
  ![camper](images/camper.jpg)
  
  #### carhartt-wip
  
  ![carhartt-wip](images/carhartt-wip.jpg)
  
  #### caterpillar
  
  ![caterpillar](images/caterpillar.jpg)
  
  #### champion
  
  ![champion](images/champion.jpg)
  
  #### chpo
  
  ![chpo](images/chpo.jpg)
  
  #### clae
  
  ![clae](images/clae.jpg)
  
  #### colorful-standard
  
  ![colorful-standard](images/colorful-standard.jpg)
  
  #### converse
  
  ![converse](images/converse.jpg)
  
  #### dc-shoes
  
  ![dc-shoes](images/dc-shoes.jpg)
  
  #### dedicated
  
  ![dedicated](images/dedicated.jpg)
  
  #### dickies
  
  ![dickies](images/dickies.jpg)
  
  #### doughnut
  
  ![doughnut](images/doughnut.jpg)
  
  #### dr-martens
  
  ![dr-martens](images/dr-martens.jpg)
  
  #### fila
  
  ![fila](images/fila.jpg)
  
  #### fjallraven
  
  ![fjallraven](images/fjallraven.jpg)
  
  #### hanwag
  
  ![hanwag](images/hanwag.jpg)
  
  #### happy-socks
  
  ![happy-socks](images/happy-socks.jpg)
  
  #### havaianas
  
  ![havaianas](images/havaianas.jpg)
  
  #### herschel-supply
  
  ![herschel-supply](images/herschel-supply.jpg)
  
  #### iriedaily
  
  ![iriedaily](images/iriedaily.jpg)
  
  #### keepcup
  
  ![keepcup](images/keepcup.jpg)
  
  #### lefrik
  
  ![lefrik](images/lefrik.jpg)
  
  #### loqi
  
  ![loqi](images/loqi.jpg)
  
  #### makia
  
  ![makia](images/makia.jpg)
  
  #### maloja
  
  ![maloja](images/maloja.jpg)
  
  #### new-balance
  
  ![new-balance](images/new-balance.jpg)
  
  #### new-era
  
  ![new-era](images/new-era.jpg)
  
  #### nike
  
  ![nike](images/nike.jpg)
  
  #### norba-clothing
  
  ![norba-clothing](images/norba-clothing.jpg)
  
  #### on-running
  
  ![on-running](images/on-running.jpg)
  
  #### onitsuka-tiger
  
  ![onitsuka-tiger](images/onitsuka-tiger.jpg)
  
  #### palladium
  
  ![palladium](images/palladium.jpg)
  
  #### rains
  
  ![rains](images/rains.jpg)
  
  #### reebok
  
  ![reebok](images/reebok.jpg)
  
  #### saucony
  
  ![saucony](images/saucony.jpg)
  
  #### secrid
  
  ![secrid](images/secrid.jpg)
  
  #### sneaky
  
  ![sneaky](images/sneaky.jpg)
  
  #### stance
  
  ![stance](images/stance.jpg)
  
  #### superfeet
  
  ![superfeet](images/superfeet.jpg)
  
  #### the-north-face
  
  ![the-north-face](images/the-north-face.jpg)
  
  #### timberland
  
  ![timberland](images/timberland.jpg)
  
  #### toms
  
  ![toms](images/toms.jpg)
  
  #### triwa
  
  ![triwa](images/triwa.jpg)
  
  #### under-armour
  
  ![under-armour](images/under-armour.jpg)
  
  #### vans
  
  ![vans](images/vans.jpg)
  
  #### veja
  
  ![veja](images/veja.jpg)