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  "access_rights": "",
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  "author": "Sanli Tang",
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  "author": "Sanli Tang",
            
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  "doi": "10.57702/mmvmwrhs",
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  "doi": "10.57702/mmvmwrhs",
            
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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": "Zhongyu Zhang",
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      "extra_author": "Zhongyu Zhang",
            
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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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      "extra_author": "Zhanzhan Cheng",
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      "extra_author": "Zhanzhan Cheng",
            
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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": "Jing Lu",
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      "extra_author": "Jing Lu",
            
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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": "Yunlu Xu",
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      "extra_author": "Yunlu Xu",
            
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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": "Yi Niu",
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      "extra_author": "Yi Niu",
            
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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 He",
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      "extra_author": "Fan He",
            
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      "orcid": ""
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      "orcid": ""
            
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    }
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  ],
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      "description": "",
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      "description": "",
            
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      "display_name": "Object Detection",
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      "display_name": "Object Detection",
            
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      "name": "object-detection",
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      "name": "object-detection",
            
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      "title": "Object Detection"
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      "title": "Object Detection"
            
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    }
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"https://github.com/hikvision-research/DAVAR-Lab-ML",
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"https://github.com/hikvision-research/DAVAR-Lab-ML",
            
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  "name": "distilling-object-detectors-with-global-knowledge",
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  "name": "distilling-object-detectors-with-global-knowledge",
            
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  "notes": "Knowledge distillation learns a lightweight student model 
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  "notes": "Knowledge distillation learns a lightweight student model 
            
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that mimics a cumbersome teacher. Existing methods regard the 
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that mimics a cumbersome teacher. Existing methods regard the 
            
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knowledge as the feature of each instance or their relations, which is 
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knowledge as the feature of each instance or their relations, which is 
            
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the instance-level knowledge only from the teacher model, i.e., the 
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the instance-level knowledge only from the teacher model, i.e., the 
            
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local knowledge. However, the empirical studies show that the local 
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local knowledge. However, the empirical studies show that the local 
            
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knowledge is much noisy in object detection tasks, especially on the 
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knowledge is much noisy in object detection tasks, especially on the 
            
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blurred, occluded, or small instances.",
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blurred, occluded, or small instances.",
            
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distributions based on DCAT.",
            
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      "display_name": "knowledge distillation",
            
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      "id": "0a7645b7-34b3-49a6-bfee-e2bdfde246ce",
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      "id": "0a7645b7-34b3-49a6-bfee-e2bdfde246ce",
            
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      "name": "knowledge distillation",
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      "name": "knowledge distillation",
            
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      "display_name": "object detection",
            
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      "id": "607283c7-9e12-4167-9101-7f8078fb6537",
            
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      "name": "object detection",
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      "name": "object detection",
            
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      "vocabulary_id": null
            
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  "title": "Distilling Object Detectors with Global Knowledge",
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  "title": "Distilling Object Detectors with Global Knowledge",
            
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  "type": "dataset",
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  "type": "dataset",
            
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  "version": ""
            
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}
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}