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How to Update an Object Detection Network Created with Mask R-CNN and Detectron2

I am a student studying Vision AI. Currently, I have created a network to detect food items on a tray using Mask R-CNN and Detectron2. However, the problem is that it cannot detect food items that it has not been trained on. I have managed to crop the undetected food items from the images, but I want to retrain the model with these undetected images to update it. The existing model was created by labeling images with Labelme, converting them to the COCO dataset format, and using the model zoo. My planned method for retraining (i.e., updating) the model is as follows:

How to Update an Object Detection Network Created with Mask R-CNN and Detectron2

I am a student studying Vision AI. Currently, I have created a network to detect food items on a tray using Mask R-CNN and Detectron2. However, the problem is that it cannot detect food items that it has not been trained on. I have managed to crop the undetected food items from the images, but I want to retrain the model with these undetected images to update it. The existing model was created by labeling images with Labelme, converting them to the COCO dataset format, and using the model zoo. My planned method for retraining (i.e., updating) the model is as follows: