Choosing the Right Home Air Purifier When selecting an air purifier for smoke, consider the following: Room Size Compatibility: Choose a model powerful enough for your space
What's the most you would pay for a pack of smokes
From the rich flavors of traditional tobacco to the smoothness of menthol blends, native cigarettes deliver an authentic smoking experience right to your door
The authors write: Given their well-documented appeal to youth, all flavors, including menthol, should be eliminated from little cigars, cigarillos and other cigar products. More in traditional tobacco products 2025 2025 Want support quitting
What you consider a casual habit is actually exposing your body to massive amounts of toxins
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
