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/STEP

STEP

Reported on 7 benchmarks across 2 tasks · 2 papers · 5 SOTA

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

Time Series7 results

Traffic PredictiononPEMS-BAY
MAE @ 12 step· uses extra data· 2022-06-18
1.79
best: 1.63 (T-Graphormer)
SOTA
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting arXiv:2206.09113
Traffic PredictiononPEMS-BAY
RMSE · uses extra data· 2022-06-18
4.2
best: 3.2 (T-Graphormer)
SOTA
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting arXiv:2206.09113
Traffic PredictiononMETR-LA
MAE @ 12 step· 2022-06-18
3.37
best: 3.08 (TITAN)
SOTA
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting arXiv:2206.09113
Traffic PredictiononMETR-LA
MAE @ 3 step· 2022-06-18
2.61
best: 2.41 (TITAN)
SOTA
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting arXiv:2206.09113
Action DetectiononUCF101-24
Video-mAP 0.1· 2019-04-19
83.1
best: 86.1 (YOWO + LFB)
SOTA
STEP: Spatio-Temporal Progressive Learning for Video Action Detection arXiv:1904.09288
Action DetectiononUCF101-24
Frame-mAP 0.5· 2019-04-19
75
best: 90.3 (STAR/L)
STEP: Spatio-Temporal Progressive Learning for Video Action Detection arXiv:1904.09288
Action DetectiononUCF101-24
Video-mAP 0.2· 2019-04-19
76.6
best: 88.8 (HIT)
STEP: Spatio-Temporal Progressive Learning for Video Action Detection arXiv:1904.09288