# Visual Grounding on F30k Entities Source: [Visual Grounding on F30k Entities]() Collection index: [llms.txt]() Data updated: 2026-03-10T09:35:37.072Z Evaluation of Visual Grounding performance on the F30k Entities dataset, measured using ASR, BA, and CA at 0.5 IoU threshold. 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 | Visual Grounding | | Dataset (including any stated split) | F30k Entities | | Metric | ASR @ 0.5 IoU | | Unit | PERCENT | | 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 - [ASR @ 0.5 IoU](): Higher is better; unit: PERCENT. - [BA @ 0.5 IoU](): Higher is better; unit: PERCENT. - [CA @ 0.5 IoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | ASR @ 0.5 IoU | Result date | Report paper | | --- | --- | --- | --- | | IAG | 53.8 | Not recorded | 68fa7b4f1e209131cea87abe | | Imperio | 48.1 | Not recorded | 68fa7b4f1e209131cea87abe | | Marksman | 47.7 | Not recorded | 68fa7b4f1e209131cea87abe | | IAG | 45.8 | Not recorded | 68fa7b4f1e209131cea87abe | | IAG | 40 | Not recorded | 68fa7b4f1e209131cea87abe | | Imperio | 34.5 | Not recorded | 68fa7b4f1e209131cea87abe | | Imperio | 33.6 | Not recorded | 68fa7b4f1e209131cea87abe | | Marksman | 8.9 | Not recorded | 68fa7b4f1e209131cea87abe | | Marksman | 5.1 | Not recorded | 68fa7b4f1e209131cea87abe | | Random | 5 | Not recorded | 68fa7b4f1e209131cea87abe | | Random | 3.5 | Not recorded | 68fa7b4f1e209131cea87abe | | One-to-N | 3.2 | Not recorded | 68fa7b4f1e209131cea87abe | | One-to-N | 2.8 | Not recorded | 68fa7b4f1e209131cea87abe | | Random | 2.4 | Not recorded | 68fa7b4f1e209131cea87abe | | One-to-N | 1 | Not recorded | 68fa7b4f1e209131cea87abe | ### IAG ASR @ 0.5 IoU: 53.8. Result ID: 69afe5e16dbb7075b958a188. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Ferret-7B"}. This record does not assert independent reproduction. ### Imperio ASR @ 0.5 IoU: 48.1. Result ID: 69afe5e16dbb7075b958a18b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Ferret-7B"}. This record does not assert independent reproduction. ### Marksman ASR @ 0.5 IoU: 47.7. Result ID: 69afe5e16dbb7075b958a18c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Ferret-7B"}. This record does not assert independent reproduction. ### IAG ASR @ 0.5 IoU: 45.8. Result ID: 69afe5e16dbb7075b958a183. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL-2.5-8B"}. This record does not assert independent reproduction. ### IAG ASR @ 0.5 IoU: 40. Result ID: 69afe5e16dbb7075b958a17e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llava-v1.5-7B"}. This record does not assert independent reproduction. ### Imperio ASR @ 0.5 IoU: 34.5. Result ID: 69afe5e16dbb7075b958a186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL-2.5-8B"}. This record does not assert independent reproduction. ### Imperio ASR @ 0.5 IoU: 33.6. Result ID: 69afe5e16dbb7075b958a181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llava-v1.5-7B"}. This record does not assert independent reproduction. ### Marksman ASR @ 0.5 IoU: 8.9. Result ID: 69afe5e16dbb7075b958a182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llava-v1.5-7B"}. This record does not assert independent reproduction. ### Marksman ASR @ 0.5 IoU: 5.1. Result ID: 69afe5e16dbb7075b958a187. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL-2.5-8B"}. This record does not assert independent reproduction. ### Random ASR @ 0.5 IoU: 5. Result ID: 69afe5e16dbb7075b958a185. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL-2.5-8B"}. This record does not assert independent reproduction. ### Random ASR @ 0.5 IoU: 3.5. Result ID: 69afe5e16dbb7075b958a18a. [Reporting paper]() Recorded evaluation configuration: {"Model":"Ferret-7B"}. This record does not assert independent reproduction. ### One-to-N ASR @ 0.5 IoU: 3.2. Result ID: 69afe5e16dbb7075b958a184. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL-2.5-8B"}. This record does not assert independent reproduction. ### One-to-N ASR @ 0.5 IoU: 2.8. Result ID: 69afe5e16dbb7075b958a189. [Reporting paper]() Recorded evaluation configuration: {"Model":"Ferret-7B"}. This record does not assert independent reproduction. ### Random ASR @ 0.5 IoU: 2.4. Result ID: 69afe5e16dbb7075b958a180. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llava-v1.5-7B"}. This record does not assert independent reproduction. ### One-to-N ASR @ 0.5 IoU: 1. Result ID: 69afe5e16dbb7075b958a17f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llava-v1.5-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.