# Fixation Detection on GazeCom Source: [Fixation Detection on GazeCom]() Collection index: [llms.txt]() Data updated: 2026-04-16T07:13:10.546Z Evaluation of Fixation Detection performance on the GazeCom dataset, reporting classification metrics such as F1 score, precision, and recall. 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 | Fixation Detection | | Dataset (including any stated split) | GazeCom | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | Ours (I-VT) | 97.3 | Not recorded | 69e06d157d0172140ec7ca4e | | 1D CNN-BLSTM | 93.9 | Not recorded | 69e06d157d0172140ec7ca4e | | Dorr et al. | 91.9 | Not recorded | 69e06d157d0172140ec7ca4e | | Larsson et al. | 91.2 | Not recorded | 69e06d157d0172140ec7ca4e | | I-VMP | 90.9 | Not recorded | 69e06d157d0172140ec7ca4e | | I-VVT | 89 | Not recorded | 69e06d157d0172140ec7ca4e | | Agtzidis et al. | 88.6 | Not recorded | 69e06d157d0172140ec7ca4e | | Berg et al. | 88.3 | Not recorded | 69e06d157d0172140ec7ca4e | | I-VDT | 88.2 | Not recorded | 69e06d157d0172140ec7ca4e | | REMoDNaV | 82.2 | Not recorded | 69e06d157d0172140ec7ca4e | ### Ours (I-VT) F1 Score: 97.3. Result ID: 69e08baa47f34ce924c95bb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"algorithm":"I-VT"}. This record does not assert independent reproduction. ### 1D CNN-BLSTM F1 Score: 93.9. Result ID: 69e08baa47f34ce924c95bae. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dorr et al. F1 Score: 91.9. Result ID: 69e08baa47f34ce924c95bb4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Larsson et al. F1 Score: 91.2. Result ID: 69e08baa47f34ce924c95bb2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-VMP F1 Score: 90.9. Result ID: 69e08baa47f34ce924c95bb0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-VVT F1 Score: 89. Result ID: 69e08baa47f34ce924c95bb6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Agtzidis et al. F1 Score: 88.6. Result ID: 69e08baa47f34ce924c95baf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Berg et al. F1 Score: 88.3. Result ID: 69e08baa47f34ce924c95bb3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-VDT F1 Score: 88.2. Result ID: 69e08baa47f34ce924c95bb5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REMoDNaV F1 Score: 82.2. Result ID: 69e08baa47f34ce924c95bb1. [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.