Action Anticipation
Next action anticipation is defined as observing 1, ... , T frames and predicting the action that happens after a gap of T_a seconds. It is important to note that a new action starts after T_a seconds that is not seen in the observed frames. Here T_a=1 second.
Papers
Showing 91–100 of 110 papers
All datasetsEPIC-KITCHENS-100EPIC-KITCHENS-100 (test)EPIC-KITCHENS-55 (Seen test set (S1))EPIC-KITCHENS-55 (Unseen test set (S2)EGTEAAssembly101EgoExoLearn50 Salads
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PlausiVL | Recall@5 | 27.6 | — | Unverified |
| 2 | InAViT | Recall@5 | 25.89 | — | Unverified |
| 3 | UADT | Recall@5 | 23 | — | Unverified |
| 4 | S-GEAR | Recall@5 | 19.9 | — | Unverified |
| 5 | AFFT | Recall@5 | 18.5 | — | Unverified |
| 6 | MeMViT-24 | Recall@5 | 17.7 | — | Unverified |
| 7 | AVT+ | Recall@5 | 15.9 | — | Unverified |
| 8 | TempAgg | Recall@5 | 14.73 | — | Unverified |
| 9 | RU-LSTM | Recall@5 | 13.94 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Abstract Goal | Top 1 Accuracy - Act. | 22.03 | — | Unverified |
| 2 | AVT+ | Top 1 Accuracy - Act. | 16.84 | — | Unverified |
| 3 | ImagineRNN | Top 1 Accuracy - Act. | 14.66 | — | Unverified |
| 4 | RULSTM [24, 23] | Top 1 Accuracy - Act. | 14.39 | — | Unverified |
| 5 | ED | Top 1 Accuracy - Act. | 8.08 | — | Unverified |
| 6 | ATSN | Top 1 Accuracy - Act. | 6 | — | Unverified |
| 7 | 2SCNN | Top 1 Accuracy - Act. | 4.32 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Abstract Goal | Top 1 Accuracy - Act. | 13.28 | — | Unverified |
| 2 | AVT+ | Top 1 Accuracy - Act. | 10.41 | — | Unverified |
| 3 | ImagineRNN | Top 1 Accuracy - Act. | 9.25 | — | Unverified |
| 4 | RULSTM [24, 23] | Top 1 Accuracy - Act. | 8.16 | — | Unverified |
| 5 | ED | Top 1 Accuracy - Act. | 2.65 | — | Unverified |
| 6 | ATSN | Top 1 Accuracy - Act. | 2.39 | — | Unverified |
| 7 | 2SCNN | Top 1 Accuracy - Act. | 2.29 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UADT | Top-1 Accuracy | 68.4 | — | Unverified |
| 2 | InAViT | Top-1 Accuracy | 67.8 | — | Unverified |
| 3 | Abstract Goal | Top-1 Accuracy | 49.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Goal Consistency | Verbs Recall@5 | 60.04 | — | Unverified |
| 2 | TempAgg | Verbs Recall@5 | 59.11 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Action anticipation baseline (co-training, with gaze) | Accuracy | 45.45 | — | Unverified |
| 2 | Action anticipation baseline (co-training, no gaze) | Accuracy | 38.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UADT | Top-1 Accuracy | 62.7 | — | Unverified |