# Personalized Scanpath Prediction on COCO-Search18 Source: [Personalized Scanpath Prediction on COCO-Search18]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:59.039Z Evaluation of personalized model performance on predicting human scanpaths using the COCO-Search18 dataset, assessed via SM, MM, and SED metrics. 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 | Personalized Scanpath Prediction | | Dataset (including any stated split) | COCO-Search18 | | Metric | SM | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [SM](): Higher is better; unit: SCALAR. - [MM](): Higher is better; unit: SCALAR. - [SED](): Lower is better; unit: SCALAR. ## Recorded results | Method | SM | Result date | Report paper | | --- | --- | --- | --- | | ISP-SENet | 0.484 | Not recorded | 68fa77da1e209131cea758ee | | ISP-SENet | 0.482 | Not recorded | 68fa77da1e209131cea758ee | | ISP-SENet | 0.475 | Not recorded | 68fa77da1e209131cea758ee | | ChenLSTM-ISP-S | 0.449 | Not recorded | 68fa77da1e209131cea758ee | | ChenLSTM-ISP-S | 0.449 | Not recorded | 68fa77da1e209131cea758ee | | ChenLSTM-ISP-S | 0.448 | Not recorded | 68fa77da1e209131cea758ee | | Gazeformer-ISP-S | 0.446 | Not recorded | 68fa77da1e209131cea758ee | | Gazeformer-ISP-S | 0.446 | Not recorded | 68fa77da1e209131cea758ee | | Gazeformer-ISP-S | 0.445 | Not recorded | 68fa77da1e209131cea758ee | | ChenLSTM-ISP | 0.393 | Not recorded | 68fa77da1e209131cea758ee | | ChenLSTM-ISP | 0.386 | Not recorded | 68fa77da1e209131cea758ee | | ChenLSTM-ISP | 0.371 | Not recorded | 68fa77da1e209131cea758ee | | Gazeformer-ISP | 0.37 | Not recorded | 68fa77da1e209131cea758ee | | Gazeformer-ISP | 0.353 | Not recorded | 68fa77da1e209131cea758ee | | Gazeformer-ISP | 0.342 | Not recorded | 68fa77da1e209131cea758ee | ### ISP-SENet SM: 0.484. Result ID: 69956c163badfaffe6607abd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction. ### ISP-SENet SM: 0.482. Result ID: 69956c163badfaffe6607ac2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction. ### ISP-SENet SM: 0.475. Result ID: 69956c163badfaffe6607ab8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction. ### ChenLSTM-ISP-S SM: 0.449. Result ID: 69956c163badfaffe6607abb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction. ### ChenLSTM-ISP-S SM: 0.449. Result ID: 69956c163badfaffe6607ac0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction. ### ChenLSTM-ISP-S SM: 0.448. Result ID: 69956c163badfaffe6607ab6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction. ### Gazeformer-ISP-S SM: 0.446. Result ID: 69956c163badfaffe6607ab7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction. ### Gazeformer-ISP-S SM: 0.446. Result ID: 69956c163badfaffe6607ac1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction. ### Gazeformer-ISP-S SM: 0.445. Result ID: 69956c163badfaffe6607abc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction. ### ChenLSTM-ISP SM: 0.393. Result ID: 69956c163badfaffe6607abe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction. ### ChenLSTM-ISP SM: 0.386. Result ID: 69956c163badfaffe6607ab9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction. ### ChenLSTM-ISP SM: 0.371. Result ID: 69956c163badfaffe6607ab4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction. ### Gazeformer-ISP SM: 0.37. Result ID: 69956c163badfaffe6607abf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction. ### Gazeformer-ISP SM: 0.353. Result ID: 69956c163badfaffe6607aba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction. ### Gazeformer-ISP SM: 0.342. Result ID: 69956c163badfaffe6607ab5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.