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  "access_rights": "",
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  "author": "Zelong Zeng",
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  "author": "Zelong Zeng",
            
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  "author_email": "",
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  "author_email": "",
            
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  "citation": [],
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  "defined_in": "https://doi.org/10.48550/arXiv.2211.07566",
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  "defined_in": "https://doi.org/10.48550/arXiv.2211.07566",
            
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  "doi": "10.57702/urle1zln",
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  "doi": "10.57702/urle1zln",
            
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  "doi_date_published": null,
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  "doi_date_published": "2024-12-03",
            
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  "extra_authors": [
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  "extra_authors": [
            
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    {
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    {
            
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      "extra_author": "Hong Liu",
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      "extra_author": "Hong Liu",
            
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      "orcid": ""
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      "orcid": ""
            
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    },
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    },
            
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    {
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    {
            
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      "extra_author": "Fan Yang",
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      "extra_author": "Fan Yang",
            
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      "orcid": ""
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      "orcid": ""
            
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    },
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    },
            
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    {
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    {
            
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      "extra_author": "Shin'ichi Satoh",
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      "extra_author": "Shin'ichi Satoh",
            
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      "orcid": ""
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      "orcid": ""
            
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    }
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      "title": "Deep Metric Learning"
            
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  "name": 
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  "name": 
            
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ith-online-di-usion-on-batch-manifolds-improves-deep-metric-learning",
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ith-online-di-usion-on-batch-manifolds-improves-deep-metric-learning",
            
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  "notes": "Deep metric learning (DML) methods typically leverage 
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  "notes": "Deep metric learning (DML) methods typically leverage 
            
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solely class labels to keep positive samples far away from negative 
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solely class labels to keep positive samples far away from negative 
            
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ones. However, this type of method normally ignores the crucial 
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ones. However, this type of method normally ignores the crucial 
            
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knowledge hidden in the data (e.g., intra-class information 
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knowledge hidden in the data (e.g., intra-class information 
            
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variation), which is harmful to the generalization of the trained 
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variation), which is harmful to the generalization of the trained 
            
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model. To alleviate this problem, in this paper we propose Online 
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model. To alleviate this problem, in this paper we propose Online 
            
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Batch Di\ufb00usion-based Self-Distillation (OBD-SD) for DML.",
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Batch Di\ufb00usion-based Self-Distillation (OBD-SD) for DML.",
            
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      "id": "bdc19e3f-3f72-47ff-bccf-56565ae2cf6d",
            
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      "name": "Deep Metric Learning",
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      "name": "Deep Metric Learning",
            
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      "display_name": "Image Classification",
            
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      "state": "active",
            
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    },
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    },
            
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    {
            
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      "display_name": "Online Di\ufb00usion",
            
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      "id": "731a7f27-c296-4dcc-a838-c5df9e8e3f95",
            
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      "name": "Online Di\ufb00usion",
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      "name": "Online Di\ufb00usion",
            
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      "state": "active",
            
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      "vocabulary_id": null
            
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    },
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    },
            
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    {
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    {
            
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      "display_name": "Online Products",
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      "display_name": "Online Products",
            
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      "id": "20321a9e-bd98-4efd-9f0d-850acf4761e8",
            
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      "name": "Online Products",
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      "name": "Online Products",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
            
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    },
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    },
            
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    {
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    {
            
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      "display_name": "Self-Distillation",
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      "display_name": "Self-Distillation",
            
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      "id": "f747f792-63e4-4576-8535-164f14219303",
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      "id": "f747f792-63e4-4576-8535-164f14219303",
            
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      "name": "Self-Distillation",
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      "name": "Self-Distillation",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
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      "vocabulary_id": null
            
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    },
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    },
            
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    {
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    {
            
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      "display_name": "Stanford Online Products",
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      "display_name": "Stanford Online Products",
            
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      "id": "0e5c47ed-1554-4267-b811-b84ddffbf2f6",
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    }
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    }
            
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  ],
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  ],
            
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  "title": "Self-distillation with Online Di\ufb00usion on Batch 
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  "title": "Self-distillation with Online Di\ufb00usion on Batch 
            
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Manifolds Improves Deep Metric Learning",
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Manifolds Improves Deep Metric Learning",
            
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  "type": "dataset",
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  "type": "dataset",
            
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  "version": ""
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  "version": ""
            
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}
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}