{"id":34257,"date":"2024-10-06T10:00:43","date_gmt":"2024-10-06T10:00:43","guid":{"rendered":"https:\/\/www.writemyessays.app\/blog\/questions\/cnn-object-detection-model-quantization-for-reaching-real-time-inference-speed-on-tiny-edge-devices\/"},"modified":"2024-10-06T10:00:43","modified_gmt":"2024-10-06T10:00:43","slug":"cnn-object-detection-model-quantization-for-reaching-real-time-inference-speed-on-tiny-edge-devices","status":"publish","type":"questions","link":"https:\/\/www.writemyessays.app\/blog\/questions\/cnn-object-detection-model-quantization-for-reaching-real-time-inference-speed-on-tiny-edge-devices\/","title":{"rendered":"CNN Object Detection Model Quantization for Reaching Real-Time Inference Speed on Tiny Edge Devices"},"content":{"rendered":"

I hope this message finds you well. I would like to place an order for the following services related to my master\u2019s thesis, titled <\/span>“CNN Object Detection Model Quantization for Reaching Real-Time Inference Speed on Tiny Edge Devices.”<\/strong><\/p>\n

The scope of the project includes:<\/p>\n

    \n
  1. Master Thesis Writing<\/strong>: Full thesis development based on the research project.<\/li>\n
  2. Software Coding<\/strong>:\n
      \n
    • The code should be written in Python, using the PyTorch framework.<\/li>\n
    • The model to be used is MobileNet.<\/li>\n
    • The dataset will be the COCO Object Detection Dataset, which needs to be quantized.<\/li>\n
    • The quantization method to be applied is Quantization-Aware Training (QAT).<\/li>\n<\/ul>\n<\/li>\n
    • Presentation<\/strong>: A presentation summarizing the project and its outcomes.<\/li>\n
    • Conference Paper<\/strong>: Writing a conference paper on the project results.<\/li>\n<\/ol>\n

      Additional requirements:<\/p>\n

        \n
      • I have to report to my advisor every two weeks on the progress. Any changes or feedback from the advisor should be incorporated as needed.<\/li>\n
      • I will provide detailed information or updates from my academic advisor if required during the project.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

        I hope this message finds you well. I would like to place an order for the following services related to my master\u2019s thesis, titled “CNN Object Detection Model Quantization for Reaching Real-Time Inference Speed on Tiny Edge Devices.” The scope of the project includes: Master Thesis Writing: Full thesis development based on the research project. Software […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":[],"disciplines":[63],"paper_types":[],"tagged":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/34257"}],"collection":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions"}],"about":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/types\/questions"}],"author":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/comments?post=34257"}],"version-history":[{"count":0,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/34257\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/media?parent=34257"}],"wp:term":[{"taxonomy":"disciplines","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/disciplines?post=34257"},{"taxonomy":"paper_types","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/paper_types?post=34257"},{"taxonomy":"tagged","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/tagged?post=34257"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}