# Scanpath Prediction on COCO-Search18 (test) Source: [Scanpath Prediction on COCO-Search18 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-13T07:59:40.122Z Evaluation of Scanpath Prediction performance on the test split of the COCO-Search18 dataset. 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 | Scanpath Prediction | | Dataset (including any stated split) | COCO-Search18 (test) | | Metric | Scanpath Accuracy (R@1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 23 of 23 | | 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 - [Scanpath Accuracy (R@1)](): Higher is better; unit: PERCENT. - [SemSS Score](): Higher is better; unit: PERCENT. - [Semantic Fixation Error Distance (SemFED)](): Lower is better; unit: SCALAR. - [Fixation Error Distance (FED)](): Lower is better; unit: SCALAR. - [Clean Inputs BBox Hit Ratio](): Higher is better; unit: PERCENT. - [Poisoned Inputs BBox Hit Ratio](): Higher is better; unit: PERCENT. ## Recorded results | Method | Scanpath Accuracy (R@1) | Result date | Report paper | | --- | --- | --- | --- | | Gazeformer | 50.4 | Not recorded | 69d48f717d0172140ec7420a | | CLIPgaze | 47.6 | Not recorded | 69d48f717d0172140ec7420a | | HAT | 46.8 | Not recorded | 69d48f717d0172140ec7420a | | Human Consistency | 46.3 | Not recorded | 69d48f717d0172140ec7420a | | SemBA × DETR | 42.6 | Not recorded | 69d48f717d0172140ec7420a | | SemBA × RT-DETR | 42.1 | Not recorded | 69d48f717d0172140ec7420a | | SemBA × YOLOv11 | 41.4 | Not recorded | 69d48f717d0172140ec7420a | | ISP-SENet | 35.25 | Not recorded | 68fa77da1e209131cea758ee | | IVSN | 34.6 | Not recorded | 69d48f717d0172140ec7420a | | ChenLSTM-ISP | 34.28 | Not recorded | 68fa77da1e209131cea758ee | | Gazeformer-ISP-S | 33.53 | Not recorded | 68fa77da1e209131cea758ee | | ChenLSTM-ISP-S | 33.17 | Not recorded | 68fa77da1e209131cea758ee | | Gazeformer-ISP | 31.73 | Not recorded | 68fa77da1e209131cea758ee | ### Gazeformer Scanpath Accuracy (R@1): 50.4. Result ID: 69d4c16447f34ce924bc912a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scanpath length (fixations)":"6"}. This record does not assert independent reproduction. ### CLIPgaze Scanpath Accuracy (R@1): 47.6. Result ID: 69d4c16447f34ce924bc912c. [Reporting paper]() Recorded evaluation configuration: {"Scanpath length (fixations)":"6"}. This record does not assert independent reproduction. ### HAT Scanpath Accuracy (R@1): 46.8. Result ID: 69d4c16447f34ce924bc912b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scanpath length (fixations)":"6"}. This record does not assert independent reproduction. ### Human Consistency Scanpath Accuracy (R@1): 46.3. Result ID: 69d4c16447f34ce924bc9128. [Reporting paper]() Recorded evaluation configuration: {"Scanpath length (fixations)":"6"}. This record does not assert independent reproduction. ### SemBA × DETR Scanpath Accuracy (R@1): 42.6. Result ID: 69d4c16447f34ce924bc912e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fovea Configuration":"Multi-Scale Fovea (4 × 160 pixel)","Scanpath length (fixations)":"6"}. This record does not assert independent reproduction. ### SemBA × RT-DETR Scanpath Accuracy (R@1): 42.1. Result ID: 69d4c16447f34ce924bc912f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fovea Configuration":"Multi-Scale Fovea (4 × 160 pixel)","Scanpath length (fixations)":"6"}. This record does not assert independent reproduction. ### SemBA × YOLOv11 Scanpath Accuracy (R@1): 41.4. Result ID: 69d4c16447f34ce924bc912d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fovea Configuration":"Multi-Scale Fovea (4 × 160 pixel)","Scanpath length (fixations)":"6"}. This record does not assert independent reproduction. ### ISP-SENet Scanpath Accuracy (R@1): 35.25. Result ID: 69956c163badfaffe6607acc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"adaptation":"embedding-based"}. This record does not assert independent reproduction. ### IVSN Scanpath Accuracy (R@1): 34.6. Result ID: 69d4c16447f34ce924bc9129. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scanpath length (fixations)":"6"}. This record does not assert independent reproduction. ### ChenLSTM-ISP Scanpath Accuracy (R@1): 34.28. Result ID: 69956c163badfaffe6607ac8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation":"standard"}. This record does not assert independent reproduction. ### Gazeformer-ISP-S Scanpath Accuracy (R@1): 33.53. Result ID: 69956c163badfaffe6607acb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation":"subject-specific"}. This record does not assert independent reproduction. ### ChenLSTM-ISP-S Scanpath Accuracy (R@1): 33.17. Result ID: 69956c163badfaffe6607aca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation":"subject-specific"}. This record does not assert independent reproduction. ### Gazeformer-ISP Scanpath Accuracy (R@1): 31.73. Result ID: 69956c163badfaffe6607ac9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation":"standard"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.