Action Anticipation on EPIC (val)
40.2Top-5 Action AccuracyTABS
Evaluation results
| Method | Links | |
|---|---|---|
| TABSspanning scales K={5, 10, 15, 20}2020.06 | 40.2 | |
| max-poolingPooling type=max-pooling2020.06 | 40.1 | |
| TABSstarting points i={i1, i2, i3}2020.06 | 40.1 | |
| TABSspanning scales K={10, 15, 20}2020.06 | 40.1 | |
| TABSrecent scales KR=52020.06 | 40.1 | |
| TABSrecent scales KR=32020.06 | 39.5 | |
| TABSspanning scales K={10, 15}2020.06 | 39 | |
| BiLSTMPooling type=BiLSTM2020.06 | 38.7 | |
| TABSrecent scales KR=12020.06 | 38.7 | |
| TABSrecent scales KR=102020.06 | 38.6 | |
| TABSInfluence of=Temporal Aggregation Blocks (TAB), Changes in components=a single CB is used in TABS2020.06 | 38 | |
| TABSspanning scales K={10}2020.06 | 38 | |
| GRUPooling type=GRU2020.06 | 37.9 | |
| TABSInfluence of=Temporal Aggregation Blocks (TAB), Changes in components=three CBs are used in a single TAB2020.06 | 37.7 | |
| TABSstarting points i=i2 = t - 202020.06 | 37.7 | |
| TABSspanning scales K={15}2020.06 | 37.5 | |
| TABSspanning scales K={5}2020.06 | 37.4 | |
| TABSspanning scales K={20}2020.06 | 37.4 | |
| TABSstarting points i=i3 = t - 302020.06 | 37.2 | |
| TABSstarting points i=i1 = t - 102020.06 | 36.9 | |
| mean-poolingPooling type=mean-pooling2020.06 | 36.6 | |
| TABSInfluence of=Coupling Blocks (CB), Changes in components=only couple the SK and SK in CBs2020.06 | 35.1 | |
| TABSstarting points i=i4 = 02020.06 | 35.1 | |
| TABSInfluence of=Coupling Blocks (CB), Changes in components=only couple the Ri and Ri in CBs2020.06 | 34.2 | |
| TABSInfluence of=Non-Local Blocks (NLB), Changes in components=replace all NLBs with concatenation + linear layer2020.06 | 33.7 | |
| TABSInfluence of=Coupling Blocks (CB), Changes in components=replace CBs with concatenation + linear layer2020.06 | 33.4 | |
| frame samplingPooling type=frame sampling2020.06 | 32.1 | |
| TABSInfluence of=Temporal Aggregation Blocks (TAB), Changes in components=a single a CB is used without any TABS2020.06 | 32.1 |