# Grounded Open Vocabulary Acquisition on Flickr30k Entities 1.0 (Seen Vseen = 60) Source: [Grounded Open Vocabulary Acquisition on Flickr30k Entities 1.0 (Seen Vseen = 60)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:14.851Z Evaluation of Grounded Open Vocabulary Acquisition performance on the specific subset (Seen Vseen = 60) of the Flickr30k Entities 1.0 dataset. 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 | Grounded Open Vocabulary Acquisition | | Dataset (including any stated split) | Flickr30k Entities 1.0 (Seen Vseen = 60) | | Metric | HR@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [HR@1](): Higher is better; unit: PERCENT. - [G-HR@1 (All)](): Higher is better; unit: PERCENT. - [G-HR@1 (Any)](): Higher is better; unit: PERCENT. - [log G-PPL (All)](): Lower is better; unit: SCALAR. - [log G-PPL (Any)](): Lower is better; unit: SCALAR. - [log PPL](): Lower is better; unit: SCALAR. - [Acc (All)](): Higher is better; unit: PERCENT. - [Acc (Any)](): Higher is better; unit: PERCENT. - [IoU (All)](): Higher is better; unit: PERCENT. - [IoU (Any)](): Higher is better; unit: PERCENT. ## Recorded results | Method | HR@1 | Result date | Report paper | | --- | --- | --- | --- | | OctoBERT | 66.9 | Not recorded | 68fa766f1e209131cea6cfa2 | | ViLT | 64.7 | Not recorded | 68fa766f1e209131cea6cfa2 | | ViLT+MDETR | 64.7 | Not recorded | 68fa766f1e209131cea6cfa2 | | OctoBERT\_w/o G | 63.9 | Not recorded | 68fa766f1e209131cea6cfa2 | | ROBERTa | 47.9 | Not recorded | 68fa766f1e209131cea6cfa2 | | VisualBERT | 42.3 | Not recorded | 68fa766f1e209131cea6cfa2 | | ROBERTa | 38 | Not recorded | 68fa766f1e209131cea6cfa2 | ### OctoBERT HR@1: 66.9. Result ID: 69942c983a6c3148491b92f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuned":false}. This record does not assert independent reproduction. ### ViLT HR@1: 64.7. Result ID: 69942c983a6c3148491b92eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuned":false}. This record does not assert independent reproduction. ### ViLT+MDETR HR@1: 64.7. Result ID: 69942c983a6c3148491b92ed. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuned":false}. This record does not assert independent reproduction. ### OctoBERT\_w/o G HR@1: 63.9. Result ID: 69942c983a6c3148491b92ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuned":true}. This record does not assert independent reproduction. ### ROBERTa HR@1: 47.9. Result ID: 69942c983a6c3148491b92ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuned":true}. This record does not assert independent reproduction. ### VisualBERT HR@1: 42.3. Result ID: 69942c983a6c3148491b92ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuned":true}. This record does not assert independent reproduction. ### ROBERTa HR@1: 38. Result ID: 69942c983a6c3148491b92e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuned":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.