Jester
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Recognition | Jester (val) | Top-1 Accuracy97.4 | 44 | |
| Video Classification | Jester DG | S->T49.8 | 22 | |
| Hand Gesture Recognition | Jester 1 (test) | Top-1 Accuracy96.6 | 17 | |
| Dueling Bandits | Jester | Recovery Fraction46.7 | 15 | |
| Winner Determination | Jester | Cumulative Regret9.567 | 15 | |
| Best Arm Identification | Jester | True Rank of Reported Winner2.067 | 15 | |
| Video Domain Adaptation | Jester(S) → Jester(T) (target) | Accuracy69.6 | 10 | |
| Dueling Bandit | Jester | Reported Rank1.967 | 9 | |
| Contextual Bandit | Jester | Relative Cumulative Regret61.02 | 9 | |
| Video Action Classification | Jester | Top-1 Acc97.8 | 9 | |
| Action Recognition | Jester Js -> Jt | Top-1 Acc95.6 | 7 | |
| Action Recognition | Jester v1 (test) | Accuracy0.9656 | 6 | |
| Action Recognition | Jester v1 (val) | Accuracy96.7 | 6 | |
| Hand Gesture Recognition | Jester (test) | Top-1 Acc94.78 | 6 | |
| Action Recognition | Jester 27 | Top-1 Acc0.974 | 5 | |
| Runtime Evaluation | jester | Runtime (s)0.216 | 5 | |
| Runtime Efficiency | jester 25% query size | Runtime (s)0.215 | 5 | |
| MAP Inference | jester 50% query size | Runtime (seconds)0.283 | 5 | |
| Matrix Completion | Jester (test) | RMSE4.186 | 4 | |
| Best Arm Identification | Jester maximal complete case subset (50,699 users) | Success Probability98 | 4 | |
| Density Estimation | Jester Twenty Datasets (test) | Log-Likelihood-52.74 | 4 | |
| Density Estimation | jester discrete (test) | Log-Likelihood-52.46 | 3 | |
| Action Recognition | Jester (test) | Top-1 Accuracy96.22 | 3 | |
| Recommendation | jester | P@1035.11 | 1 |
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