[D] What do you value in a paper replication?

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swin-transformer Deep Learning image-classification Pytorch object-detection

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  • waternet

    Modern replication of WaterNet from "An Underwater Image Enhancement Benchmark Dataset and Beyond", IEEE TIP 2019

    • P.S.: Might as well link the repo while I'm here. Happy to hear any feedback!

  • Swin-Transformer

    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

    • That's about it. I should be able to go to your code and hit run, and reproduce your results (or within the reported variance). If you don't meet any of these criteria them I'm going to be pretty upset and lose a lot of respect for your work. I think we should also put pressure on these papers if they don't meet these conditions, especially if they are pushing the benchmarks (I'm looking at you Swin). If you win on benchmarks due to silicon lottery, then we shouldn't be trusting you.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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