# Referring Expression Comprehension on RefCOCOg v1 (test) Source: [Referring Expression Comprehension on RefCOCOg v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:44.028Z Evaluation of Referring Expression Comprehension performance on the test split of the RefCOCOg v1 dataset, typically measured using Top-1 accuracy. 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 | Referring Expression Comprehension | | Dataset (including any stated split) | RefCOCOg v1 (test) | | Metric | Top-1 Acc | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Grounding-DINO-T | 84.94 | Not recorded | 68fa72cd1e209131cea588c5 | | DQ-DETR | 83.44 | Not recorded | 68fa72cd1e209131cea588c5 | | HyperLearner | 82.39 | Not recorded | 68fa72cd1e209131cea588c5 | | MDETR | 80.89 | Not recorded | 68fa72cd1e209131cea588c5 | | RefTR | 80.01 | Not recorded | 68fa72cd1e209131cea588c5 | | HyperLearner | 76.79 | Not recorded | 68fa72cd1e209131cea588c5 | | Grounding-DINO-T | 72.07 | Not recorded | 68fa72cd1e209131cea588c5 | | HyperLearner | 67.44 | Not recorded | 68fa72cd1e209131cea588c5 | | MAttNet | 67.27 | Not recorded | 68fa72cd1e209131cea588c5 | | Grounding-DINO-T | 67.13 | Not recorded | 68fa72cd1e209131cea588c5 | | GLIP-T(C) | 66.89 | Not recorded | 68fa72cd1e209131cea588c5 | | GLIP-T(B) | 66.08 | Not recorded | 68fa72cd1e209131cea588c5 | ### Grounding-DINO-T Top-1 Acc: 84.94. Result ID: 69927c183a6c3148490f4865. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"O365, GoldG, RefC","Fine-tuning":true}. This record does not assert independent reproduction. ### DQ-DETR Top-1 Acc: 83.44. Result ID: 69927c183a6c3148490f4860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"GoldG, RefC","Fine-tuning":true}. This record does not assert independent reproduction. ### HyperLearner Top-1 Acc: 82.39. Result ID: 69927c183a6c3148490f4868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"O365, GoldG, RefC","Fine-tuning":true}. This record does not assert independent reproduction. ### MDETR Top-1 Acc: 80.89. Result ID: 69927c183a6c3148490f485f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"GoldG, RefC","Fine-tuning":true}. This record does not assert independent reproduction. ### RefTR Top-1 Acc: 80.01. Result ID: 69927c183a6c3148490f485e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"VG","Fine-tuning":true}. This record does not assert independent reproduction. ### HyperLearner Top-1 Acc: 76.79. Result ID: 69927c183a6c3148490f4867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"O365, GoldG, RefC","Fine-tuning":false}. This record does not assert independent reproduction. ### Grounding-DINO-T Top-1 Acc: 72.07. Result ID: 69927c183a6c3148490f4864. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"O365, GoldG, RefC","Fine-tuning":false}. This record does not assert independent reproduction. ### HyperLearner Top-1 Acc: 67.44. Result ID: 69927c183a6c3148490f4866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Data":"O365, GoldG","Fine-tuning":false}. This record does not assert independent reproduction. ### MAttNet Top-1 Acc: 67.27. Result ID: 69927c183a6c3148490f485d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"RefC","Fine-tuning":true}. This record does not assert independent reproduction. ### Grounding-DINO-T Top-1 Acc: 67.13. Result ID: 69927c183a6c3148490f4863. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"O365, GoldG","Fine-tuning":false}. This record does not assert independent reproduction. ### GLIP-T(C) Top-1 Acc: 66.89. Result ID: 69927c183a6c3148490f4862. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"O365, GoldG, Cap4M","Fine-tuning":false}. This record does not assert independent reproduction. ### GLIP-T(B) Top-1 Acc: 66.08. Result ID: 69927c183a6c3148490f4861. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Data":"O365, GoldG","Fine-tuning":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.