Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/GMAN

GMAN

Reported on 13 benchmarks across 3 tasks · 2 papers · 9 SOTA

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

Computer Vision10 results

DehazingonKITTI
PSNR· 2019-11-11
24.64
best: 27.45 (FFA-Net)
SOTA
GMAN: A Graph Multi-Attention Network for Traffic Prediction arXiv:1911.08415
Image DehazingonKITTI
PSNR· 2019-11-11
24.64
best: 27.45 (FFA-Net)
SOTA
GMAN: A Graph Multi-Attention Network for Traffic Prediction arXiv:1911.08415
DehazingonSOTS Outdoor
PSNR· 2018-10-05
28.19
best: 40.73 (ChaIR)
SOTA
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing arXiv:1810.02862
DehazingonSOTS Outdoor
SSIM· 2018-10-05
0.9638
best: 0.997 (ChaIR)
SOTA
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing arXiv:1810.02862
Image DehazingonSOTS Outdoor
PSNR· 2018-10-05
28.19
best: 40.73 (ChaIR)
SOTA
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing arXiv:1810.02862
Image DehazingonSOTS Outdoor
SSIM· 2018-10-05
0.9638
best: 0.997 (ChaIR)
SOTA
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing arXiv:1810.02862
DehazingonSOTS Indoor
PSNR· 2018-10-05
20.53
best: 42.72 (ConvIR)
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing arXiv:1810.02862
DehazingonSOTS Indoor
SSIM· 2018-10-05
0.8081
best: 0.997 (ConvIR)
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing arXiv:1810.02862
Image DehazingonSOTS Indoor
PSNR· 2018-10-05
20.53
best: 42.72 (ConvIR)
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing arXiv:1810.02862
Image DehazingonSOTS Indoor
SSIM· 2018-10-05
0.8081
best: 0.997 (ConvIR)
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing arXiv:1810.02862

Time Series3 results

Traffic PredictiononNE-BJ
12 steps MAE· 2019-11-11
4.8
best: 4.68 (RGDAN)
SOTA
GMAN: A Graph Multi-Attention Network for Traffic Prediction arXiv:1911.08415
Traffic PredictiononPEMS-BAY
MAE @ 12 step· 2019-11-11
1.92
best: 1.63 (T-Graphormer)
SOTA
GMAN: A Graph Multi-Attention Network for Traffic Prediction arXiv:1911.08415
Traffic PredictiononPEMS-BAY
RMSE · 2019-11-11
4.49
best: 3.2 (T-Graphormer)
SOTA
GMAN: A Graph Multi-Attention Network for Traffic Prediction arXiv:1911.08415