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Models/Channel-U-Net Baseline

Channel-U-Net Baseline

Reported on 8 benchmarks across 2 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision4 results

  • VideoonEarthNet2021 IID Track
    EarthNetScore· 2021-04-16
    0.2902
    best: 0.3425 (Earthformer)
    SOTA
    EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction taskarXiv:2104.10066
  • VideoonEarthNet2021 OOD Track
    EarthNetScore· 2021-04-16
    0.2854
    best: 0.3252 (Earthformer)
    SOTA
    EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction taskarXiv:2104.10066
  • VideoonEarthNet2021 Extreme Track
    EarthNetScore· 2021-04-16
    0.2364
    best: 0.274 (SGConvLSTM)
    SOTA
    EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction taskarXiv:2104.10066
  • VideoonEarthNet2021 Seasonal Track
    EarthNetScore· 2021-04-16
    0.1955
    best: 0.2676 (Persistence Baseline)
    EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction taskarXiv:2104.10066

Time Series4 results

  • Video PredictiononEarthNet2021 IID Track
    EarthNetScore· 2021-04-16
    0.2902
    best: 0.3425 (Earthformer)
    SOTA
    EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction taskarXiv:2104.10066
  • Video PredictiononEarthNet2021 OOD Track
    EarthNetScore· 2021-04-16
    0.2854
    best: 0.3252 (Earthformer)
    SOTA
    EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction taskarXiv:2104.10066
  • Video PredictiononEarthNet2021 Extreme Track
    EarthNetScore· 2021-04-16
    0.2364
    best: 0.274 (SGConvLSTM)
    SOTA
    EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction taskarXiv:2104.10066
  • Video PredictiononEarthNet2021 Seasonal Track
    EarthNetScore· 2021-04-16
    0.1955
    best: 0.2676 (Persistence Baseline)
    EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction taskarXiv:2104.10066