Do Less and Achieve More: Training CNNs for Action Recognition Utilizing Action Images from the Web

Benchmark Model Rank Results
action-recognition-in-videos-on-activitynetVGG19–mAP: 52.3
action-recognition-in-videos-on-activitynetVGG19 + 393K webcam images–mAP: 53.8