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vicariousinc / science_rcn

Reference implementation of a two-level RCN model
https://www.vicarious.com/Common_Sense_Cortex_and_CAPTCHA.html
MIT License
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How well does it perform on big datasets? #1

Open barbolo opened 7 years ago

barbolo commented 7 years ago

Should I expect to have better than CNN accuracy when using larger datasets?

dragonfly90 commented 7 years ago

http://science.sciencemag.org/content/sci/suppl/2017/10/25/science.aag2612.DC1/aag2612_George_SM.pdf There are some discussion about big real dataset in section 8.13.

Even though the experiment of Section 8.12 shows that the current incarnation of RCN can also be applied successfully to object detection and instance segmentation, RCN does not produce state-of-the-art results on real-world images such as those from ImageNet. As we have shown in previous sections, RCN derives distinct advantages from being a highly-structured generative model, but additional pieces are needed to make RCN’s detection performance competitive in those benchmarks: Instance merging, Use of appearance during the forward pass, ......