# Weakly Supervised Grounding on ReferIt (test) Source: [Weakly Supervised Grounding on ReferIt (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:23.805Z Evaluation of Weakly Supervised Grounding performance on the test split of the ReferIt dataset, measured using Accuracy (Pointing Game). 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 | Weakly Supervised Grounding | | Dataset (including any stated split) | ReferIt (test) | | Metric | Accuracy (Pointing Game) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy (Pointing Game)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Pointing Game) | Result date | Report paper | | --- | --- | --- | --- | | GbS | 62.24 | Not recorded | 68fa69c81e209131cea23f3b | | MG | 61.89 | Not recorded | 68fa69c81e209131cea23f3b | | MG | 60.01 | Not recorded | 68fa69c81e209131cea23f3b | | GbS | 59.44 | Not recorded | 68fa69c81e209131cea23f3b | | GbS ensemble | 58.21 | Not recorded | 68fa69c81e209131cea23f3b | | GbS | 56.1 | Not recorded | 68fa69c81e209131cea23f3b | | GbS | 49.26 | Not recorded | 68fa69c81e209131cea23f3b | | MG | 48.42 | Not recorded | 68fa69c81e209131cea23f3b | | MG | 47.52 | Not recorded | 68fa69c81e209131cea23f3b | | SSS | 39.98 | Not recorded | 68fa69c81e209131cea23f3b | | FCVC | 33.52 | Not recorded | 68fa69c81e209131cea23f3b | | TD | 31.97 | Not recorded | 68fa69c81e209131cea23f3b | | Baseline (Center) | 30.3 | Not recorded | 68fa69c81e209131cea23f3b | | Baseline (Random) | 24.3 | Not recorded | 68fa69c81e209131cea23f3b | ### GbS Accuracy (Pointing Game): 62.24. Result ID: 698de154ffc3901de099542b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PNASNet","Training":"VG"}. This record does not assert independent reproduction. ### MG Accuracy (Pointing Game): 61.89. Result ID: 698de154ffc3901de099542a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PNASNet","Training":"VG"}. This record does not assert independent reproduction. ### MG Accuracy (Pointing Game): 60.01. Result ID: 698de154ffc3901de0995428. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG","Training":"VG"}. This record does not assert independent reproduction. ### GbS Accuracy (Pointing Game): 59.44. Result ID: 698de154ffc3901de0995429. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG","Training":"VG"}. This record does not assert independent reproduction. ### GbS ensemble Accuracy (Pointing Game): 58.21. Result ID: 698de154ffc3901de0995431. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Ensemble","Training":"MS-COCO"}. This record does not assert independent reproduction. ### GbS Accuracy (Pointing Game): 56.1. Result ID: 698de154ffc3901de099542e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG","Training":"MS-COCO"}. This record does not assert independent reproduction. ### GbS Accuracy (Pointing Game): 49.26. Result ID: 698de154ffc3901de0995430. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PNASNet","Training":"MS-COCO"}. This record does not assert independent reproduction. ### MG Accuracy (Pointing Game): 48.42. Result ID: 698de154ffc3901de099542f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PNASNet","Training":"MS-COCO"}. This record does not assert independent reproduction. ### MG Accuracy (Pointing Game): 47.52. Result ID: 698de154ffc3901de099542d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG","Training":"MS-COCO"}. This record does not assert independent reproduction. ### SSS Accuracy (Pointing Game): 39.98. Result ID: 698de154ffc3901de0995427. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG","Training":"VG"}. This record does not assert independent reproduction. ### FCVC Accuracy (Pointing Game): 33.52. Result ID: 698de154ffc3901de099542c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG","Training":"MS-COCO"}. This record does not assert independent reproduction. ### TD Accuracy (Pointing Game): 31.97. Result ID: 698de154ffc3901de0995426. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception-2","Training":"VG"}. This record does not assert independent reproduction. ### Baseline (Center) Accuracy (Pointing Game): 30.3. Result ID: 698de154ffc3901de0995425. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Center","Training":"N/A"}. This record does not assert independent reproduction. ### Baseline (Random) Accuracy (Pointing Game): 24.3. Result ID: 698de154ffc3901de0995424. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Random","Training":"N/A"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.