| Paper | Code | Top 1 Accuracy - Act. | Top 1 Accuracy - Noun | Top 1 Accuracy - Verb | Top 5 Accuracy - Act. | Top 5 Accuracy - Noun | Top 5 Accuracy - Verb | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|---|
| Predicting the Next Action by Modeling the Abstract Goal | 22.03 | 51.56 | 35.34 | 38.29 | 58.01 | 82.56 | Abstract Goal | 2022-09-12 | |
| Anticipative Video Transformer | ✓ Link | 16.84 | 20.16 | 34.36 | 36.52 | 51.57 | 80.03 | AVT+ | 2021-06-03 |
| Learning to Anticipate Egocentric Actions by Imagination | 14.66 | 22.79 | 35.44 | 34.98 | 52.09 | 79.72 | ImagineRNN | 2021-01-13 | |
| What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention | ✓ Link | 14.39 | 22.78 | 33.04 | 33.73 | 50.95 | 79.55 | RULSTM [24, 23] | 2019-05-22 |
| RED: Reinforced Encoder-Decoder Networks for Action Anticipation | ✓ Link | 8.08 | 16.07 | 29.35 | 18.19 | 38.83 | 74.49 | ED | 2017-07-16 |
| Scaling Egocentric Vision: The EPIC-KITCHENS Dataset | ✓ Link | 6.00 | 16.22 | 31.81 | 28.21 | 42.15 | 76.56 | ATSN | 2018-04-08 |
| Scaling Egocentric Vision: The EPIC-KITCHENS Dataset | ✓ Link | 4.32 | 15.15 | 29.76 | 15.21 | 38.56 | 76.03 | 2SCNN | 2018-04-08 |