# Video Recognition on FCVID (test) Source: [Video Recognition on FCVID (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:27.642Z Evaluation of Video Recognition performance on the test split of the FCVID dataset, measured using mAP. 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 Recognition | | Dataset (including any stated split) | FCVID (test) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | Upper | 84.4 | Not recorded | 68fa69d81e209131cea24911 | | Ada3D | 84.3 | Not recorded | 68fa69d81e209131cea24911 | | NSNet | 83.9 | Not recorded | 68fa6d101e209131cea37641 | | TSQNet | 83.5 | Not recorded | 68fa6d101e209131cea3763d | | AdaFocus | 83.4 | Not recorded | 68fa6d101e209131cea37641 | | AdaFocus | 83.4 | Not recorded | 68fa6d101e209131cea3763d | | TSQNet | 83.3 | Not recorded | 68fa6d101e209131cea3763d | | TSQNet | 82.9 | Not recorded | 68fa6d101e209131cea3763d | | VideoIQ | 82.7 | Not recorded | 68fa6d101e209131cea37641 | | VideoIQ | 82.7 | Not recorded | 68fa6d101e209131cea3763d | | Upper | 82.1 | Not recorded | 68fa69d81e209131cea24911 | | SMART | 82.1 | Not recorded | 68fa6d101e209131cea37641 | | SMART | 82.1 | Not recorded | 68fa6d101e209131cea3763d | | Random FT | 82 | Not recorded | 68fa69d81e209131cea24911 | | Ada3D | 81.9 | Not recorded | 68fa69d81e209131cea24911 | | AdaFuse | 81.6 | Not recorded | 68fa6d101e209131cea37641 | | AdaFuse | 81.6 | Not recorded | 68fa6d101e209131cea3763d | | AR-Net | 81.3 | Not recorded | 68fa6d101e209131cea37641 | | AR-Net | 81.3 | Not recorded | 68fa6d101e209131cea3763d | | SCSampler | 81 | Not recorded | 68fa6d101e209131cea37641 | | SCSampler | 81 | Not recorded | 68fa6d101e209131cea3763d | | Random FT | 80.7 | Not recorded | 68fa69d81e209131cea24911 | | AdaFrame | 80.2 | Not recorded | 68fa6d101e209131cea37641 | | AdaFrame | 80.2 | Not recorded | 68fa6d101e209131cea3763d | | LiteEval | 80 | Not recorded | 68fa6d101e209131cea37641 | | LiteEval | 80 | Not recorded | 68fa6d101e209131cea3763d | | Random | 79.2 | Not recorded | 68fa69d81e209131cea24911 | | Random | 78.1 | Not recorded | 68fa69d81e209131cea24911 | ### Upper mAP: 84.4. Result ID: 698dee28ffc3901de0999fee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input frames":16,"GFLOPs":"117.3","#3D":"5.0","#Frame":"16.0"}. This record does not assert independent reproduction. ### Ada3D mAP: 84.3. Result ID: 698dee28ffc3901de0999ff1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input frames":16,"GFLOPs":"66.6","#3D":"2.1","#Frame":"10.7"}. This record does not assert independent reproduction. ### NSNet mAP: 83.9. Result ID: 698f73153a6c314849f8a63a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","GFLOPS":"26.0G"}. This record does not assert independent reproduction. ### TSQNet mAP: 83.5. Result ID: 698f79863a6c314849f8e668. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPS":"26.2G"}. This record does not assert independent reproduction. ### AdaFocus mAP: 83.4. Result ID: 698f73153a6c314849f8a639. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","GFLOPS":"26.6G"}. This record does not assert independent reproduction. ### AdaFocus mAP: 83.4. Result ID: 698f79863a6c314849f8e665. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS":"26.6G"}. This record does not assert independent reproduction. ### TSQNet mAP: 83.3. Result ID: 698f79863a6c314849f8e667. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"VQM-only":true,"Resolution":"224","FLOPS":"26.2G"}. This record does not assert independent reproduction. ### TSQNet mAP: 82.9. Result ID: 698f79863a6c314849f8e666. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"VQM-only":true,"Resolution":"188","FLOPS":"24.4G"}. This record does not assert independent reproduction. ### VideoIQ mAP: 82.7. Result ID: 698f73153a6c314849f8a638. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","GFLOPS":"27.0G"}. This record does not assert independent reproduction. ### VideoIQ mAP: 82.7. Result ID: 698f79863a6c314849f8e664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS":"27.0G"}. This record does not assert independent reproduction. ### Upper mAP: 82.1. Result ID: 698dee28ffc3901de0999fea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input frames":8,"GFLOPs":"58.6","#3D":"5.0","#Frame":"8.0"}. This record does not assert independent reproduction. ### SMART mAP: 82.1. Result ID: 698f73153a6c314849f8a637. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SMART mAP: 82.1. Result ID: 698f79863a6c314849f8e663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random FT mAP: 82. Result ID: 698dee28ffc3901de0999ff0. [Reporting paper]() Recorded evaluation configuration: {"Input frames":16,"GFLOPs":"65.3","#3D":"2.1","#Frame":"10.6"}. This record does not assert independent reproduction. ### Ada3D mAP: 81.9. Result ID: 698dee28ffc3901de0999fed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input frames":8,"GFLOPs":"35.6","#3D":"2.2","#Frame":"5.7"}. This record does not assert independent reproduction. ### AdaFuse mAP: 81.6. Result ID: 698f73153a6c314849f8a636. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","GFLOPS":"45.0G"}. This record does not assert independent reproduction. ### AdaFuse mAP: 81.6. Result ID: 698f79863a6c314849f8e662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS":"45.0G"}. This record does not assert independent reproduction. ### AR-Net mAP: 81.3. Result ID: 698f73153a6c314849f8a635. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","GFLOPS":"35.1G"}. This record does not assert independent reproduction. ### AR-Net mAP: 81.3. Result ID: 698f79863a6c314849f8e661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS":"35.1G"}. This record does not assert independent reproduction. ### SCSampler mAP: 81. Result ID: 698f73153a6c314849f8a634. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","GFLOPS":"42.0G"}. This record does not assert independent reproduction. ### SCSampler mAP: 81. Result ID: 698f79863a6c314849f8e660. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPS":"42.0G"}. This record does not assert independent reproduction. ### Random FT mAP: 80.7. Result ID: 698dee28ffc3901de0999fec. [Reporting paper]() Recorded evaluation configuration: {"Input frames":8,"GFLOPs":"36.1","#3D":"2.2","#Frame":"5.8"}. This record does not assert independent reproduction. ### AdaFrame mAP: 80.2. Result ID: 698f73153a6c314849f8a633. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","GFLOPS":"75.1G"}. This record does not assert independent reproduction. ### AdaFrame mAP: 80.2. Result ID: 698f79863a6c314849f8e65f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS":"75.1G"}. This record does not assert independent reproduction. ### LiteEval mAP: 80. Result ID: 698f73153a6c314849f8a632. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","GFLOPS":"94.3G"}. This record does not assert independent reproduction. ### LiteEval mAP: 80. Result ID: 698f79863a6c314849f8e65e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS":"94.3G"}. This record does not assert independent reproduction. ### Random mAP: 79.2. Result ID: 698dee28ffc3901de0999fef. [Reporting paper]() Recorded evaluation configuration: {"Input frames":16,"GFLOPs":"63.2","#3D":"2.1","#Frame":"10.3"}. This record does not assert independent reproduction. ### Random mAP: 78.1. Result ID: 698dee28ffc3901de0999feb. [Reporting paper]() Recorded evaluation configuration: {"Input frames":8,"GFLOPs":"36.1","#3D":"2.2","#Frame":"5.8"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.