# Ad-hoc Video Search on TRECVID (TV16) 2016 (test) Source: [Ad-hoc Video Search on TRECVID (TV16) 2016 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:18.799Z Evaluation of Ad-hoc Video Search performance on the test split of the TRECVID TV16 2016 dataset, typically measured using infAP. 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 | Ad-hoc Video Search | | Dataset (including any stated split) | TRECVID (TV16) 2016 (test) | | Metric | infAP | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [infAP](): Higher is better; unit: SCALAR. ## Recorded results | Method | infAP | Result date | Report paper | | --- | --- | --- | --- | | SEA + Dual Encoding | 17.3 | Not recorded | 68fa68d31e209131cea1e62d | | SEA + SEA | 16.6 | Not recorded | 68fa68d31e209131cea1e62d | | Dual Encoding | 16.5 | Not recorded | 68fa68d31e209131cea1e62d | | SEA | 16.4 | Not recorded | 68fa68d31e209131cea1e62d | | W2VV++ | 16.2 | Not recorded | 68fa68d31e209131cea1e62d | | Extended Dual Encoding | 15.9 | Not recorded | 68fa68d31e209131cea1e62d | | SEA | 15.7 | Not recorded | 68fa68d31e209131cea1e62d | | Dual Encoding | 15.2 | Not recorded | 68fa694b1e209131cea214a4 | | W2VV++ | 15.1 | Not recorded | 68fa694b1e209131cea214a4 | | W2VV | 14.9 | Not recorded | 68fa694b1e209131cea214a4 | | VSE++ | 13.5 | Not recorded | 68fa68d31e209131cea1e62d | | VSE++ | 13.5 | Not recorded | 68fa694b1e209131cea214a4 | | VideoStory | 8.7 | Not recorded | 68fa68d31e209131cea1e62d | | VideoStory | 8.7 | Not recorded | 68fa694b1e209131cea214a4 | | CE | 7.4 | Not recorded | 68fa694b1e209131cea214a4 | | Markatopoulou et al. | 6.4 | Not recorded | 68fa694b1e209131cea214a4 | | Rank 1 | 5.4 | Not recorded | 68fa68d31e209131cea1e62d | | Rank 1 finalist | 5.4 | Not recorded | 68fa694b1e209131cea214a4 | | Rank 2 | 5.1 | Not recorded | 68fa68d31e209131cea1e62d | | Rank 2 finalist | 5.1 | Not recorded | 68fa694b1e209131cea214a4 | | Rank 3 | 4 | Not recorded | 68fa68d31e209131cea1e62d | | Rank 3 finalist | 4 | Not recorded | 68fa694b1e209131cea214a4 | | LAFF-ml | 0.222 | Not recorded | 68fa6d1f1e209131cea37ecf | | LAFF | 0.211 | Not recorded | 68fa6d1f1e209131cea37ecf | | CLIP-FT | 0.191 | Not recorded | 68fa6d1f1e209131cea37ecf | | CLIP2Video | 0.176 | Not recorded | 68fa6d1f1e209131cea37ecf | | Rank 1 | 0.054 | Not recorded | 68fa6d1f1e209131cea37ecf | | Rank 2 | 0.051 | Not recorded | 68fa6d1f1e209131cea37ecf | | Rank 3 | 0.04 | Not recorded | 68fa6d1f1e209131cea37ecf | ### SEA + Dual Encoding infAP: 17.3. Result ID: 698d86188b517eb433221f22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fusion\_type":"Late Average Fusion"}. This record does not assert independent reproduction. ### SEA + SEA infAP: 16.6. Result ID: 698d86188b517eb433221f21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fusion\_type":"Late Average Fusion","models":"SEA({BoW,w2v}) + SEA({BoW,w2v,bi-GRU})"}. This record does not assert independent reproduction. ### Dual Encoding infAP: 16.5. Result ID: 698d86188b517eb433221f1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SEA infAP: 16.4. Result ID: 698d86188b517eb433221f20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sentence\_encoders":"BoW, w2v, bi-GRU"}. This record does not assert independent reproduction. ### W2VV++ infAP: 16.2. Result ID: 698d86188b517eb433221f1c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Extended Dual Encoding infAP: 15.9. Result ID: 698d86188b517eb433221f1e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SEA infAP: 15.7. Result ID: 698d86188b517eb433221f1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sentence\_encoders":"BoW, w2v"}. This record does not assert independent reproduction. ### Dual Encoding infAP: 15.2. Result ID: 698da2b88b517eb43322ce11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNeXt-ResNet"}. This record does not assert independent reproduction. ### W2VV++ infAP: 15.1. Result ID: 698da2b88b517eb43322ce10. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt-ResNet"}. This record does not assert independent reproduction. ### W2VV infAP: 14.9. Result ID: 698da2b88b517eb43322ce0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt-ResNet"}. This record does not assert independent reproduction. ### VSE++ infAP: 13.5. Result ID: 698d86188b517eb433221f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VSE++ infAP: 13.5. Result ID: 698da2b88b517eb43322ce0e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt-ResNet"}. This record does not assert independent reproduction. ### VideoStory infAP: 8.7. Result ID: 698d86188b517eb433221f1a. [Reporting paper]() Recorded evaluation configuration: {"sentence\_encoder":"BoW"}. This record does not assert independent reproduction. ### VideoStory infAP: 8.7. Result ID: 698da2b88b517eb43322ce0b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE infAP: 7.4. Result ID: 698da2b88b517eb43322ce0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNeXt-ResNet"}. This record does not assert independent reproduction. ### Markatopoulou et al. infAP: 6.4. Result ID: 698da2b88b517eb43322ce0c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank 1 infAP: 5.4. Result ID: 698d86188b517eb433221f17. [Reporting paper]() Recorded evaluation configuration: {"context":"TRECVID 2016 Finalist"}. This record does not assert independent reproduction. ### Rank 1 finalist infAP: 5.4. Result ID: 698da2b88b517eb43322ce08. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank 2 infAP: 5.1. Result ID: 698d86188b517eb433221f18. [Reporting paper]() Recorded evaluation configuration: {"context":"TRECVID 2016 Finalist"}. This record does not assert independent reproduction. ### Rank 2 finalist infAP: 5.1. Result ID: 698da2b88b517eb43322ce09. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank 3 infAP: 4. Result ID: 698d86188b517eb433221f19. [Reporting paper]() Recorded evaluation configuration: {"context":"TRECVID 2016 Finalist"}. This record does not assert independent reproduction. ### Rank 3 finalist infAP: 4. Result ID: 698da2b88b517eb43322ce0a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LAFF-ml infAP: 0.222. Result ID: 698f938b3a6c314849fa3f26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_split":"MV-test1k"}. This record does not assert independent reproduction. ### LAFF infAP: 0.211. Result ID: 698f938b3a6c314849fa3f25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_split":"MV-test1k"}. This record does not assert independent reproduction. ### CLIP-FT infAP: 0.191. Result ID: 698f938b3a6c314849fa3f24. [Reporting paper]() Recorded evaluation configuration: {"training\_split":"MV-test1k"}. This record does not assert independent reproduction. ### CLIP2Video infAP: 0.176. Result ID: 698f938b3a6c314849fa3f23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_split":"MV-test1k"}. This record does not assert independent reproduction. ### Rank 1 infAP: 0.054. Result ID: 698f938b3a6c314849fa3f20. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank 2 infAP: 0.051. Result ID: 698f938b3a6c314849fa3f21. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank 3 infAP: 0.04. Result ID: 698f938b3a6c314849fa3f22. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.