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Lausannen / NAS-FCOS

NAS-FCOS: Fast Neural Architecture Search for Object Detection (CVPR 2020)
https://arxiv.org/abs/1906.04423
BSD 2-Clause "Simplified" License
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Is NAS sensitive to datasets? #4

Open haibochina opened 4 years ago

haibochina commented 4 years ago

We worry that NAS is more sensitive to datasets, such as if we add some data to our datasets the performance will be bad!

Lausannen commented 4 years ago

@haibochina Thanks for your comments. Actually NAS is sensitive to datasets but it can also have some transfer ability since we search on VOC datasets and apply the architecture to COCO. However, the data differences between VOC and COCO may drop the performance. I think that directly searching on the target dataset can avoid the above question.