{"id":169,"date":"2025-03-15T21:21:03","date_gmt":"2025-03-16T02:21:03","guid":{"rendered":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/?p=169"},"modified":"2025-03-15T21:22:35","modified_gmt":"2025-03-16T02:22:35","slug":"janas-status-report-for-03-15-2025","status":"publish","type":"post","link":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/2025\/03\/15\/janas-status-report-for-03-15-2025\/","title":{"rendered":"Jana\u2019s Status Report for 03\/15\/2025"},"content":{"rendered":"<p><span style=\"font-weight: 400\">This week, I worked on the ethics assignment. Also, I have now established the initial training framework for the ML model. For the image dataset, I finalized comparisons between three models: ResNet18, ResNet50, and MobileNetV2. I am now evaluating their performance on two image datasets: PlantDoc and the houseplant\/greyscale dataset I sourced online. I also set up a system to log the performance of each model to allow for a more comprehensive comparison. For the sensor data, I ran additional tests with various classifiers. All classifiers (SVM, Random Forest, etc.) returned 100% accuracy. Since we haven\u2019t gathered sufficient data yet, I decided to delay final classifier selection until more data is collected from our own plant sensors and the late fusion stage is trained.<\/span><\/p>\n<p><span style=\"font-weight: 400\">I am currently on schedule with the project timeline. The training results for the image models are looking promising, and I was able to complete the deliverables for this week successfully.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Next Week\u2019s Deliverables:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Finalize Model Selection: Based on the training results, which I expect to get in the next day, I plan to finalize the selection of the ML models (for image data)<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">RPi Camera Setup: I will set up the Raspberry Pi camera and begin collecting our own image data. <\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>This week, I worked on the ethics assignment. Also, I have now established the initial training framework for the ML model. For the image dataset, I finalized comparisons between three models: ResNet18, ResNet50, and MobileNetV2. I am now evaluating their performance on two image datasets: PlantDoc and the houseplant\/greyscale dataset I sourced online. I also &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/2025\/03\/15\/janas-status-report-for-03-15-2025\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Jana\u2019s Status Report for 03\/15\/2025&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1016,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[12],"tags":[6],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/posts\/169"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/users\/1016"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/comments?post=169"}],"version-history":[{"count":2,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/posts\/169\/revisions"}],"predecessor-version":[{"id":174,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/posts\/169\/revisions\/174"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/media?parent=169"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/categories?post=169"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/tags?post=169"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}