Learning Action Changes by Measuring Verb-Adverb Textual Relationships

Benchmark Model Rank Results
video-adverb-retrieval-on-activitynet-adverbsAction Changes (cls)#2Acc-A: 0.741mAP M: 0.096mAP W: 0.130
video-adverb-retrieval-on-activitynet-adverbsAction Changes (reg)#3Acc-A: 0.714mAP M: 0.079
video-adverb-retrieval-on-activitynet-adverbsAction Changes (reg, fixed δ)#4Acc-A: 0.706mAP M: 0.075mAP W: 0.119
video-adverb-retrieval-on-airAction Changes (cls)#2mAP M: 0.289Acc-A: 0.837mAP W: 0.613
video-adverb-retrieval-on-airAction Changes (reg)#3mAP M: 0.244Acc-A: 0.847
video-adverb-retrieval-on-airAction Changes (reg, fixed δ)#4mAP M: 0.193mAP W: 0.554
video-adverb-retrieval-on-howto100m-adverbsAction Changes (reg)#2Acc-A: 0.799
video-adverb-retrieval-on-howto100m-adverbsAction Changes (cls)#3Acc-A: 0.786mAP M: 0.423mAP W: 0.555
video-adverb-retrieval-on-howto100m-adverbsAction Changes (reg, fixed δ)#4Acc-A: 0.706mAP M: 0.215mAP W: 0.320
video-adverb-retrieval-on-msr-vtt-adverbsAction Changes (reg)#2Acc-A: 0.774mAP M: 0.114mAP W: 0.282
video-adverb-retrieval-on-msr-vtt-adverbsAction Changes (cls)#3Acc-A: 0.751mAP M: 0.131mAP W: 0.305
video-adverb-retrieval-on-msr-vtt-adverbsAction Changes (reg, fixed δ)#4Acc-A: 0.706mAP M: 0.100mAP W: 0.203
video-adverb-retrieval-on-vatex-adverbsAction Changes (reg)#2Acc-A: 0.755mAP M: 0.086mAP W: 0.261
video-adverb-retrieval-on-vatex-adverbsAction Changes (cls)#3Acc-A: 0.754mAP M: 0.108mAP W: 0.283
video-adverb-retrieval-on-vatex-adverbsAction Changes (reg, fixed δ)#4Acc-A: 0.701mAP M: 0.051mAP W: 0.175