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
Zhou Jiugeng's Luxury Cigarettes Incident The cigarette smoked by Director Zhou Jiugeng, 'Nanjing Jiuwu Zhizun' Control Measures Following the "Zhou Jiugeng Luxury Cigarettes" incident, the tobacco industry has mandated that cigarettes with a wholesale price exceeding 1,000 yuan per carton should not be produced
The adhesive should face the cylinder that moves
I was also concerned about the quality
Smoking was an acceptable form of social behavior in all areas of lifeat work, in the home, in bars, and at the cinemaand advertisers were keen to show the full range of leisure activities made complete only through the addition of a cigarette
