Moments in Time Dataset: one million videos for event understanding

Mathew Monfort, Alex Andonian, Bolei Zhou, Kandan Ramakrishnan, Sarah Adel Bargal, Tom Yan, Lisa Brown, Quanfu Fan, Dan Gutfruend, Carl Vondrick, Aude Oliva

URL

Proceedings: TPAMI

Year: 2019

Peer Reviewed : Yes

Results: 
HMDB /HMDB Eval: 65.9% (ResNet50 I3D pretrained on Moments and Kinetics)
UCF101 /UCF101 Eval: 91.9% (ResNet50 I3D pretrained on Moments and Kinetics)
Something-Something /Top1 - Acc (V1): 50% (ResNet50 I3D pretrained on Moments and Kinetics)
Moments /Top-1: 31.16% (Ensemble (SVM))
Moments /Top-5: 57.67% (Ensemble (SVM))