# Temporal Action Detection on THUMOS14 Kinetics-400 features (test) Source: [Temporal Action Detection on THUMOS14 Kinetics-400 features (test)]() Collection index: [llms.txt]() Data updated: 2026-04-23T10:51:23.405Z Evaluation of Temporal Action Detection performance using features derived from the Kinetics-400 pre-training set, tested on the THUMOS14 dataset test split. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Temporal Action Detection | | Dataset (including any stated split) | THUMOS14 Kinetics-400 features (test) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | Explicit Dropout (V) | 64.68 | Not recorded | 69e9a78755a3c32af89f700b | | DropKey | 64.58 | Not recorded | 69e9a78755a3c32af89f700b | | Implicit Baseline | 64.53 | Not recorded | 69e9a78755a3c32af89f700b | | Explicit Dropout (AV) | 64.24 | Not recorded | 69e9a78755a3c32af89f700b | | Explicit Dropout (FF only) | 63.96 | Not recorded | 69e9a78755a3c32af89f700b | | Explicit Dropout (K) | 63.78 | Not recorded | 69e9a78755a3c32af89f700b | | Explicit Dropout (Q) | 63.7 | Not recorded | 69e9a78755a3c32af89f700b | | DropAttention | 62.03 | Not recorded | 69e9a78755a3c32af89f700b | | Arora et al. (FF) | 57.76 | Not recorded | 69e9a78755a3c32af89f700b | | Arora et al. (V) | 52.23 | Not recorded | 69e9a78755a3c32af89f700b | | Arora et al. (K) | 51.84 | Not recorded | 69e9a78755a3c32af89f700b | | Arora et al. (Q) | 48.66 | Not recorded | 69e9a78755a3c32af89f700b | ### Explicit Dropout (V) mAP: 64.68. Result ID: 69e9f99047f34ce924d1f70d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"Explicit (V)","Dropout on FF network":"Explicit"}. This record does not assert independent reproduction. ### DropKey mAP: 64.58. Result ID: 69e9f99047f34ce924d1f704. [Reporting paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"DropKey \[20\]","Dropout on FF network":"Implicit"}. This record does not assert independent reproduction. ### Implicit Baseline mAP: 64.53. Result ID: 69e9f99047f34ce924d1f705. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"None","Dropout on FF network":"Implicit"}. This record does not assert independent reproduction. ### Explicit Dropout (AV) mAP: 64.24. Result ID: 69e9f99047f34ce924d1f70e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"Explicit (AV)","Dropout on FF network":"Explicit"}. This record does not assert independent reproduction. ### Explicit Dropout (FF only) mAP: 63.96. Result ID: 69e9f99047f34ce924d1f70a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"None","Dropout on FF network":"Explicit"}. This record does not assert independent reproduction. ### Explicit Dropout (K) mAP: 63.78. Result ID: 69e9f99047f34ce924d1f70c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"Explicit (K)","Dropout on FF network":"Explicit"}. This record does not assert independent reproduction. ### Explicit Dropout (Q) mAP: 63.7. Result ID: 69e9f99047f34ce924d1f70b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"Explicit (Q)","Dropout on FF network":"Explicit"}. This record does not assert independent reproduction. ### DropAttention mAP: 62.03. Result ID: 69e9f99047f34ce924d1f703. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"DropAttention \[23\]","Dropout on FF network":"Implicit"}. This record does not assert independent reproduction. ### Arora et al. (FF) mAP: 57.76. Result ID: 69e9f99047f34ce924d1f709. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"None","Dropout on FF network":"Arora et al. \[1\]"}. This record does not assert independent reproduction. ### Arora et al. (V) mAP: 52.23. Result ID: 69e9f99047f34ce924d1f708. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"(V) Arora et al. \[1\]","Dropout on FF network":"Explicit"}. This record does not assert independent reproduction. ### Arora et al. (K) mAP: 51.84. Result ID: 69e9f99047f34ce924d1f707. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"(K) Arora et al. \[1\]","Dropout on FF network":"Explicit"}. This record does not assert independent reproduction. ### Arora et al. (Q) mAP: 48.66. Result ID: 69e9f99047f34ce924d1f706. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"(Q) Arora et al. \[1\]","Dropout on FF network":"Explicit"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.