# Video Question Answering on HourVideo Source: [Video Question Answering on HourVideo]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:39.748Z Evaluation of model performance on the HourVideo dataset for Video Question Answering tasks, reporting 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 | Video Question Answering | | Dataset (including any stated split) | HourVideo | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MMViR | 35.3 | Not recorded | 69647fe753fdd5c36174474a | | MMViR (w/o img) | 33.6 | Not recorded | 69647fe753fdd5c36174474a | | MMViR | 30.5 | Not recorded | 69647fe753fdd5c36174474a | | VideoRecap (2024) | 29.5 | Not recorded | 69647fe753fdd5c36174474a | | MMViR (w/o text) | 28.7 | Not recorded | 69647fe753fdd5c36174474a | | MMViR (w/o text) | 28.2 | Not recorded | 69647fe753fdd5c36174474a | | Hourvideo (2024) | 27.5 | Not recorded | 69647fe753fdd5c36174474a | | Random | 26.6 | Not recorded | 69647fe753fdd5c36174474a | | Uniform | 26.4 | Not recorded | 69647fe753fdd5c36174474a | | MMViR (w/o img) | 25.2 | Not recorded | 69647fe753fdd5c36174474a | | MovieChat (2024) | 19.9 | Not recorded | 69647fe753fdd5c36174474a | ### MMViR Accuracy: 35.3. Result ID: 6997d4b35698665ec42c86f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Text+Image","Structure":"Multi-grained","Segmentation Type":"Clip-based Segmentation","Avg. Time (min)":"36.8"}. This record does not assert independent reproduction. ### MMViR (w/o img) Accuracy: 33.6. Result ID: 6997d4b35698665ec42c86f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Text","Structure":"Multi-grained","Segmentation Type":"Clip-based Segmentation","Avg. Time (min)":"36.0"}. This record does not assert independent reproduction. ### MMViR Accuracy: 30.5. Result ID: 6997d4b35698665ec42c86f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Text+Image","Structure":"Multi-grained","Segmentation Type":"Kernel Temporal Segmentation","Avg. Time (min)":"33.9"}. This record does not assert independent reproduction. ### VideoRecap (2024) Accuracy: 29.5. Result ID: 6997d4b35698665ec42c86ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Text","Structure":"Multi-grained","Avg. Time (min)":"67.5"}. This record does not assert independent reproduction. ### MMViR (w/o text) Accuracy: 28.7. Result ID: 6997d4b35698665ec42c86f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Image","Structure":"Fine-grained","Segmentation Type":"Clip-based Segmentation","Avg. Time (min)":"0.8"}. This record does not assert independent reproduction. ### MMViR (w/o text) Accuracy: 28.2. Result ID: 6997d4b35698665ec42c86f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Image","Structure":"Fine-grained","Segmentation Type":"Kernel Temporal Segmentation","Avg. Time (min)":"0.8"}. This record does not assert independent reproduction. ### Hourvideo (2024) Accuracy: 27.5. Result ID: 6997d4b35698665ec42c86ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Text","Structure":"Fine-grained","Avg. Time (min)":"3.8"}. This record does not assert independent reproduction. ### Random Accuracy: 26.6. Result ID: 6997d4b35698665ec42c86eb. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Image","Structure":"Global"}. This record does not assert independent reproduction. ### Uniform Accuracy: 26.4. Result ID: 6997d4b35698665ec42c86ea. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Image","Structure":"Global"}. This record does not assert independent reproduction. ### MMViR (w/o img) Accuracy: 25.2. Result ID: 6997d4b35698665ec42c86ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Text","Structure":"Multi-grained","Segmentation Type":"Kernel Temporal Segmentation","Avg. Time (min)":"33.1"}. This record does not assert independent reproduction. ### MovieChat (2024) Accuracy: 19.9. Result ID: 6997d4b35698665ec42c86ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Image","Structure":"Global","Avg. Time (min)":"158.4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.