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Yes, but computer vision has moved forward by leaps and bounds since 2014, and so have GPUs. AD pipelines uses object-detection for traffic-sign detection. RCN
by throwa321 9y ago
Yes, but computer vision has moved forward by leaps and bounds since 2014, and so have GPUs.
AD pipelines uses object-detection for traffic-sign detection. RCNN was state of the art for this back then and ran at what 0.2 fps and ~40 mAP ? SSD came out in 2016 and ran at 60+ fps at ~80 mAP. Google's mobilenets implementation probably runs atleast twice as fast and apparently has no noticeable loss in accuracy.
- deepnotderp 9y agoThere are more performant and more efficient network architectures than mobilenets. Don't get me wrong, Google's DL research is good, but it's not significantly ahead of field SOTA like they would have you believe.
- kastnerkyle 9y agoI don't think mAP on VOC is indicative of real-world performance - especially given COCO mAP is just now cracking the 40s with similar architectures. But the gains in proposal based detection/instance segmentation from 2014 to now have been staggering for sure.