Essec\Faculty\Model\Contribution {#2205
  #_index: "academ_contributions"
  #_id: "13570"
  #_source: array:26 [
    "id" => "13570"
    "slug" => "diablo-dictionary-based-attention-block-for-deep-metric-learning"
    "yearMonth" => "2020-07"
    "year" => "2020"
    "title" => "DIABLO: Dictionary-based attention block for deep metric learning"
    "description" => "JACOB, P., PICARD, D., HISTACE, A. et KLEIN, E. (2020). DIABLO: Dictionary-based attention block for deep metric learning. <i>Pattern Recognition Letters</i>, 135, pp. 99-105."
    "authors" => array:5 [
      0 => array:3 [
        "name" => "JACOB Pierre"
        "bid" => "B00795650"
        "slug" => "jacob-pierre"
      ]
      1 => array:1 [
        "bid" => "B00778976"
      ]
      2 => array:1 [
        "name" => "PICARD David"
      ]
      3 => array:1 [
        "name" => "HISTACE Aymeric"
      ]
      4 => array:1 [
        "name" => "KLEIN Edouard"
      ]
    ]
    "ouvrage" => ""
    "keywords" => []
    "updatedAt" => "2024-07-26 13:31:45"
    "publicationUrl" => "https://www.sciencedirect.com/science/article/abs/pii/S0167865520300982"
    "publicationInfo" => array:3 [
      "pages" => "99-105"
      "volume" => "135"
      "number" => ""
    ]
    "type" => array:2 [
      "fr" => "Articles"
      "en" => "Journal articles"
    ]
    "support_type" => array:2 [
      "fr" => "Revue scientifique"
      "en" => "Scientific journal"
    ]
    "countries" => array:2 [
      "fr" => null
      "en" => null
    ]
    "abstract" => array:2 [
      "fr" => "Recent breakthroughs in representation learning of unseen classes and examples have been made in deep metric learning by training at the same time the image representations and a corresponding metric with deep networks. Recent contributions mostly address the training part (loss functions, sampling strategies, etc.), while a few works focus on improving the discriminative power of the image representation. In this paper, we propose DIABLO, a dictionary-based attention method for image embedding. DIABLO produces richer representations by aggregating only visually-related features together while being easier to train than other attention-based methods in deep metric learning. This is experimentally confirmed on four deep metric learning datasets (Cub-200-2011, Cars-196, Stanford Online Products, and In-Shop Clothes Retrieval) for which DIABLO shows state-of-the-art performances."
      "en" => "Recent breakthroughs in representation learning of unseen classes and examples have been made in deep metric learning by training at the same time the image representations and a corresponding metric with deep networks. Recent contributions mostly address the training part (loss functions, sampling strategies, etc.), while a few works focus on improving the discriminative power of the image representation. In this paper, we propose DIABLO, a dictionary-based attention method for image embedding. DIABLO produces richer representations by aggregating only visually-related features together while being easier to train than other attention-based methods in deep metric learning. This is experimentally confirmed on four deep metric learning datasets (Cub-200-2011, Cars-196, Stanford Online Products, and In-Shop Clothes Retrieval) for which DIABLO shows state-of-the-art performances."
    ]
    "authors_fields" => array:2 [
      "fr" => "Systèmes d’Information, Sciences de la Décision et Statistiques"
      "en" => "Information Systems, Decision Sciences and Statistics"
    ]
    "indexedAt" => "2024-07-27T16:21:47.000Z"
    "docTitle" => "DIABLO: Dictionary-based attention block for deep metric learning"
    "docSurtitle" => "Articles"
    "authorNames" => "<a href="/cv/jacob-pierre">JACOB Pierre</a>, PICARD David, HISTACE Aymeric, KLEIN Edouard"
    "docDescription" => "<span class="document-property-authors">JACOB Pierre, PICARD David, HISTACE Aymeric, KLEIN Edouard</span><br><span class="document-property-authors_fields">Systèmes d’Information, Sciences de la Décision et Statistiques</span> | <span class="document-property-year">2020</span>"
    "keywordList" => ""
    "docPreview" => "<b>DIABLO: Dictionary-based attention block for deep metric learning</b><br><span>2020-07 | Articles </span>"
    "docType" => "research"
    "publicationLink" => "<a href="https://www.sciencedirect.com/science/article/abs/pii/S0167865520300982" target="_blank">DIABLO: Dictionary-based attention block for deep metric learning</a>"
  ]
  +lang: "fr"
  +"_type": "_doc"
  +"_score": 8.600725
  +"parent": null
}