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{
            
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  "access_rights": "",
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  "access_rights": "",
            
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  "author": "Mengzhao Chen",
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  "author": "Mengzhao Chen",
            
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  "author_email": "",
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  "author_email": "",
            
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  "citation": [],
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  "citation": [],
            
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  "creator_user_id": "17755db4-395a-4b3b-ac09-e8e3484ca700",
            
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  "defined_in": "https://doi.org/10.48550/arXiv.2212.12977",
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  "defined_in": "https://doi.org/10.48550/arXiv.2212.12977",
            
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  "doi": "10.57702/clz8l3fh",
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  "doi": "10.57702/clz8l3fh",
            
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  "doi_date_published": null,
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  "doi_date_published": "2024-12-03",
            
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  "doi_publisher": "TIB",
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  "doi_publisher": "TIB",
            
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  "domain": "https://service.tib.eu/ldmservice",
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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": "Mingbao Lin",
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      "extra_author": "Mingbao Lin",
            
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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": "Zhihang Lin",
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      "extra_author": "Zhihang Lin",
            
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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": "Yuxin Zhang",
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      "extra_author": "Yuxin 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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    {
            
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      "extra_author": "Fei Chao",
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      "extra_author": "Fei Chao",
            
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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": "Rongrong Ji",
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      "extra_author": "Rongrong Ji",
            
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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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    {
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    {
            
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      "description": "",
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      "description": "",
            
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      "display_name": "Image Mixing",
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      "display_name": "Image Mixing",
            
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      "image_display_url": "",
            
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      "name": "image-mixing",
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      "name": "image-mixing",
            
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      "title": "Image Mixing"
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      "title": "Image Mixing"
            
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    },
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    },
            
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    {
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    {
            
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      "description": "",
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      "description": "",
            
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      "display_name": "Vision Transformers",
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      "display_name": "Vision Transformers",
            
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      "image_display_url": "",
            
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      "name": "vision-transformers",
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      "name": "vision-transformers",
            
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      "title": "Vision Transformers"
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      "title": "Vision Transformers"
            
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  "landing_page": "https://github.com/ChenMnZ/SMMix",
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  "landing_page": "https://github.com/ChenMnZ/SMMix",
            
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  "license_title": null,
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  "license_title": null,
            
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  "name": 
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  "name": 
            
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"smmix--self-motivated-image-mixing-for-vision-transformers",
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"smmix--self-motivated-image-mixing-for-vision-transformers",
            
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  "notes": "CutMix is a vital augmentation strategy that determines 
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  "notes": "CutMix is a vital augmentation strategy that determines 
            
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the performance and generalization ability of vision transformers 
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the performance and generalization ability of vision transformers 
            
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(ViTs). However, the inconsistency between the mixed images and the 
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(ViTs). However, the inconsistency between the mixed images and the 
            
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corresponding labels harms its effectiveness. Existing CutMix variants 
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corresponding labels harms its effectiveness. Existing CutMix variants 
            
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tackle this problem by generating more consistent mixed images or more 
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tackle this problem by generating more consistent mixed images or more 
            
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precise mixed labels, but inevitably introduce heavy training overhead 
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precise mixed labels, but inevitably introduce heavy training overhead 
            
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or require extra information, undermining ease of use.",
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or require extra information, undermining ease of use.",
            
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      "display_name": "SMMix",
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      "display_name": "SMMix",
            
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      "name": "SMMix",
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      "display_name": "image mixing",
            
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      "id": "2169da57-2eb0-42d9-a477-82a2036f0044",
            
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      "name": "image mixing",
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      "name": "image mixing",
            
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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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      "display_name": "vision transformers",
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      "display_name": "vision transformers",
            
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      "id": "1a13bbae-9c12-412d-9317-31e76c1a2470",
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      "id": "1a13bbae-9c12-412d-9317-31e76c1a2470",
            
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      "name": "vision transformers",
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      "name": "vision transformers",
            
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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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  "title": "SMMix: Self-Motivated Image Mixing for Vision 
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  "title": "SMMix: Self-Motivated Image Mixing for Vision 
            
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Transformers",
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Transformers",
            
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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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}