Training Details (Skip this part if you arent interested in AI programming) - I used 2000 synthetic 512x512 px training images (plus 200 synthetic validation images) - I did ZERO training on real images - I trained the "heads" for 4 epochs of 500 steps and the full network for another 4 epochs - Resnet50 backbone (Resnet101 caused OOM errors) using COCO pre-trained weights - Training took about 20 minutes on my computer - Final losses after the 8th epoch: loss: 0.3615 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1823 - mrcnn_class_loss: 0.0232 - mrcnn_bbox_loss: 0.0636 - mrcnn_mask_loss: 0.0901 - val_loss: 0.3261 - val_rpn_class_loss: 0.0013 - val_rpn_bbox_loss: 0.1875 - val_mrcnn_class_loss: 0.0043 - val_mrcnn_bbox_loss: 0.0535 - val_mrcnn_mask_loss: 0.0794 Results It's far from perfect, and probably isn't practical to bolt onto a robot right now, but with more training and improvements in GPU hardware, I think this could be a viable solution to pick up cigarette butts on a huge scale
as of March 2020, all of Europe and 85% of North America had been updated with the Circle K brand and logo
If you are unsure of the jack size of your device, then do not purchase as the risk of incompatibility is borne entirely by the customer.) A fuse is located under the tip for added safety Cord Length: 2.5 Feet Power LED lights and electronic devices in the car with this 12V DC power adapter
Le choix du kit dpend principalement de votre manire de vapoter, de votre autonomie souhaite en mah et de la capacite de la cartouche ou du rservoir
Its not as effective as the first method mentioned above, but it will help to remove stuck on tar from cigarette smoke
The flip-top structure requires a die-cut and score pattern
