# Event Detection on GazeCom Source: [Event Detection on GazeCom]() Collection index: [llms.txt]() Data updated: 2026-04-16T07:13:10.516Z Evaluation of Event Detection performance on the GazeCom dataset, reporting Precision, Recall, and F1-score. 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 | Event Detection | | Dataset (including any stated split) | GazeCom | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | Ours (I-VT) | 95.74 | Not recorded | 69e06d157d0172140ec7ca4e | | TCN | 93.25 | Not recorded | 69e06d157d0172140ec7ca4e | | Ours (I-DT) | 91.44 | Not recorded | 69e06d157d0172140ec7ca4e | | CNN-BiLSTM | 90.44 | Not recorded | 69e06d157d0172140ec7ca4e | | CNN-LSTM | 89.99 | Not recorded | 69e06d157d0172140ec7ca4e | | I-BDT | 75.06 | Not recorded | 69e06d157d0172140ec7ca4e | | Agtzidis et al. | 0.901 | Not recorded | 69e06d157d0172140ec7ca4e | | 1D CNN-BLSTM | 0.895 | Not recorded | 69e06d157d0172140ec7ca4e | | Larsson et al. | 0.881 | Not recorded | 69e06d157d0172140ec7ca4e | | Dorr et al. | 0.822 | Not recorded | 69e06d157d0172140ec7ca4e | | Ours (I-VT) | 0.817 | Not recorded | 69e06d157d0172140ec7ca4e | | I-VMP | 0.799 | Not recorded | 69e06d157d0172140ec7ca4e | | I-VVT | 0.797 | Not recorded | 69e06d157d0172140ec7ca4e | | I-VDT | 0.787 | Not recorded | 69e06d157d0172140ec7ca4e | | Berg et al. | 0.63 | Not recorded | 69e06d157d0172140ec7ca4e | | REMoDNaV | 0.548 | Not recorded | 69e06d157d0172140ec7ca4e | ### Ours (I-VT) Precision: 95.74. Result ID: 69e08baa47f34ce924c95bad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm":"I-VT"}. This record does not assert independent reproduction. ### TCN Precision: 93.25. Result ID: 69e08baa47f34ce924c95bab. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours (I-DT) Precision: 91.44. Result ID: 69e08baa47f34ce924c95bac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm":"I-DT"}. This record does not assert independent reproduction. ### CNN-BiLSTM Precision: 90.44. Result ID: 69e08baa47f34ce924c95ba9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNN-LSTM Precision: 89.99. Result ID: 69e08baa47f34ce924c95baa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-BDT Precision: 75.06. Result ID: 69e08baa47f34ce924c95ba8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Agtzidis et al. Precision: 0.901. Result ID: 69e08baa47f34ce924c95bb9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 1D CNN-BLSTM Precision: 0.895. Result ID: 69e08baa47f34ce924c95bb8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Larsson et al. Precision: 0.881. Result ID: 69e08baa47f34ce924c95bbc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dorr et al. Precision: 0.822. Result ID: 69e08baa47f34ce924c95bbe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours (I-VT) Precision: 0.817. Result ID: 69e08baa47f34ce924c95bc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"algorithm":"I-VT"}. This record does not assert independent reproduction. ### I-VMP Precision: 0.799. Result ID: 69e08baa47f34ce924c95bba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-VVT Precision: 0.797. Result ID: 69e08baa47f34ce924c95bc0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-VDT Precision: 0.787. Result ID: 69e08baa47f34ce924c95bbf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Berg et al. Precision: 0.63. Result ID: 69e08baa47f34ce924c95bbd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REMoDNaV Precision: 0.548. Result ID: 69e08baa47f34ce924c95bbb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.