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

Pour some mouthwash into a clean plastic cup
See Romans 6:16
While e-cigarettes offer an alternative to traditional smoking, they also present challenges that require careful regulation and public awareness
Sly also encounters a giant snake monster in "The Lair of the Beast" mission, with said beast being kept in an enclosure with voodoo magic
Category 20th Century American Art Deco Table Lamps Tommaso Barbi Brass and Ceramic Table Lighter, Italy, 1970s By Tommaso Barbi Located in Los Angeles, CA Elegant sculptural table lighter by Tommaso Barbi, crafted in Italy during the 1970s