# Salient Object Detection on OC-SODBench free-viewing mode (test) Source: [Salient Object Detection on OC-SODBench free-viewing mode (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:16.745Z Evaluation of Salient Object Detection performance on the test split of the OC-SODBench dataset, specifically using the free-viewing mode results. 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 | Salient Object Detection | | Dataset (including any stated split) | OC-SODBench free-viewing mode (test) | | Metric | gIoU | | 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 - [gIoU](): Higher is better; unit: PERCENT. - [cIoU](): Higher is better; unit: PERCENT. - [Sm](): Higher is better; unit: PERCENT. - [Fm](): Higher is better; unit: PERCENT. - [Em](): Higher is better; unit: PERCENT. ## Recorded results | Method | gIoU | Result date | Report paper | | --- | --- | --- | --- | | OC-SODAgent | 89.13 | Not recorded | 698969d9c97a0b3e3b5dc331 | | LISA-7B | 88.71 | Not recorded | 698969d9c97a0b3e3b5dc331 | | OC-SODAgent | 87.04 | Not recorded | 698969d9c97a0b3e3b5dc331 | | FOCUS | 85.62 | Not recorded | 698969d9c97a0b3e3b5dc331 | | VSCode | 85.33 | Not recorded | 698969d9c97a0b3e3b5dc331 | | MDSAM | 84.38 | Not recorded | 698969d9c97a0b3e3b5dc331 | | ICON | 83.07 | Not recorded | 698969d9c97a0b3e3b5dc331 | | SelfReformer | 82.56 | Not recorded | 698969d9c97a0b3e3b5dc331 | | LISA-7B | 81.8 | Not recorded | 698969d9c97a0b3e3b5dc331 | | VST | 81.28 | Not recorded | 698969d9c97a0b3e3b5dc331 | | PixelLM | 76.25 | Not recorded | 698969d9c97a0b3e3b5dc331 | | MMR-7B | 57.98 | Not recorded | 698969d9c97a0b3e3b5dc331 | ### OC-SODAgent gIoU: 89.13. Result ID: 6997352a5698665ec484d495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"MLLMs with finetuning","finetuning":true}. This record does not assert independent reproduction. ### LISA-7B gIoU: 88.71. Result ID: 6997352a5698665ec484d494. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"MLLMs with finetuning","finetuning":true}. This record does not assert independent reproduction. ### OC-SODAgent gIoU: 87.04. Result ID: 6997352a5698665ec484d493. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"MLLMs in training-free setting"}. This record does not assert independent reproduction. ### FOCUS gIoU: 85.62. Result ID: 6997352a5698665ec484d48f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Traditional SOD"}. This record does not assert independent reproduction. ### VSCode gIoU: 85.33. Result ID: 6997352a5698665ec484d48d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Traditional SOD"}. This record does not assert independent reproduction. ### MDSAM gIoU: 84.38. Result ID: 6997352a5698665ec484d48e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Traditional SOD"}. This record does not assert independent reproduction. ### ICON gIoU: 83.07. Result ID: 6997352a5698665ec484d48b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Traditional SOD"}. This record does not assert independent reproduction. ### SelfReformer gIoU: 82.56. Result ID: 6997352a5698665ec484d48c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Traditional SOD"}. This record does not assert independent reproduction. ### LISA-7B gIoU: 81.8. Result ID: 6997352a5698665ec484d492. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"MLLMs in training-free setting"}. This record does not assert independent reproduction. ### VST gIoU: 81.28. Result ID: 6997352a5698665ec484d48a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Traditional SOD"}. This record does not assert independent reproduction. ### PixelLM gIoU: 76.25. Result ID: 6997352a5698665ec484d491. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"MLLMs in training-free setting"}. This record does not assert independent reproduction. ### MMR-7B gIoU: 57.98. Result ID: 6997352a5698665ec484d490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"MLLMs in training-free setting"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.