# Egocentric retrieval on Ego4D NLQ 5% fraction (val) Source: [Egocentric retrieval on Ego4D NLQ 5% fraction (val)]() Collection index: [llms.txt]() Data updated: 2026-03-12T07:55:46.747Z Evaluation of Egocentric retrieval performance on the 5% validation subset of the Ego4D NLQ 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 | Egocentric retrieval | | Dataset (including any stated split) | Ego4D NLQ 5% fraction (val) | | Metric | Recall@1 (R1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Recall@1 (R1)](): Higher is better; unit: PERCENT. - [Recall@1 @1s](): Higher is better; unit: PERCENT. - [Recall@1 @10s](): Higher is better; unit: PERCENT. - [Recall@3 (R3)](): Higher is better; unit: PERCENT. - [Recall@3 @1s](): Higher is better; unit: PERCENT. - [Recall@3 @10s](): Higher is better; unit: PERCENT. - [Recall@5 (R5)](): Higher is better; unit: PERCENT. - [Recall@5 @1s](): Higher is better; unit: PERCENT. - [Recall@5 @10s](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 (R1) | Result date | Report paper | | --- | --- | --- | --- | | DenoiseLoc | 20.01 | Not recorded | 68fa6f811e209131cea460eb | | Ego-NLSOM (d.) w. exec. | 9.38 | Not recorded | 68fa6f811e209131cea460eb | | Ego-NLSOM (d.) | 8.85 | Not recorded | 68fa6f811e209131cea460eb | | Ego-NLSOM (d.) w. exec. | 8.85 | Not recorded | 68fa6f811e209131cea460eb | | Ego-NLSOM (m.) w. exec. | 7.81 | Not recorded | 68fa6f811e209131cea460eb | | Ego-NLSOM (m.) w. exec. | 7.14 | Not recorded | 68fa6f811e209131cea460eb | | Ego-NLSOM (m.) | 6.77 | Not recorded | 68fa6f811e209131cea460eb | | individual | 5.21 | Not recorded | 68fa6f811e209131cea460eb | | random | 4.69 | Not recorded | 68fa6f811e209131cea460eb | | grid | 3.12 | Not recorded | 68fa6f811e209131cea460eb | ### DenoiseLoc Recall@1 (R1): 20.01. Result ID: 69b271706dbb7075b95cd62c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation protocol":"supervised"}. This record does not assert independent reproduction. ### Ego-NLSOM (d.) w. exec. Recall@1 (R1): 9.38. Result ID: 69b271706dbb7075b95cd629. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of agents":"4","Rounds":"1","post-processing":"w. exec.","strategy":"democracy","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### Ego-NLSOM (d.) Recall@1 (R1): 8.85. Result ID: 69b271706dbb7075b95cd627. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of agents":"4","Rounds":"1","strategy":"democracy","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### Ego-NLSOM (d.) w. exec. Recall@1 (R1): 8.85. Result ID: 69b271706dbb7075b95cd62b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of agents":"4","Rounds":"2","post-processing":"w. exec.","strategy":"democracy","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### Ego-NLSOM (m.) w. exec. Recall@1 (R1): 7.81. Result ID: 69b271706dbb7075b95cd628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of agents":"4","Rounds":"1","post-processing":"w. exec.","strategy":"monarchy","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### Ego-NLSOM (m.) w. exec. Recall@1 (R1): 7.14. Result ID: 69b271706dbb7075b95cd62a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of agents":"4","Rounds":"2","post-processing":"w. exec.","strategy":"monarchy","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### Ego-NLSOM (m.) Recall@1 (R1): 6.77. Result ID: 69b271706dbb7075b95cd626. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of agents":"4","Rounds":"1","strategy":"monarchy","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### individual Recall@1 (R1): 5.21. Result ID: 69b271706dbb7075b95cd625. [Reporting paper]() Recorded evaluation configuration: {"# of agents":"1","Rounds":"N/A","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### random Recall@1 (R1): 4.69. Result ID: 69b271706dbb7075b95cd623. [Reporting paper]() Recorded evaluation configuration: {"# of agents":"0","Rounds":"N/A","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### grid Recall@1 (R1): 3.12. Result ID: 69b271706dbb7075b95cd624. [Reporting paper]() Recorded evaluation configuration: {"# of agents":"0","Rounds":"N/A","evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.