# Fine-grained Video Categorization on YouTube Birds (test) Source: [Fine-grained Video Categorization on YouTube Birds (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:36.333Z Evaluation of Fine-grained Video Categorization performance on the test split of the YouTube Birds dataset, reporting Top-1 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 | Fine-grained Video Categorization | | Dataset (including any stated split) | YouTube Birds (test) | | Metric | Top-1 Acc | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | MARL | 79.01 | Not recorded | 68fa66211e209131cea0e8fa | | MARL | 76.77 | Not recorded | 68fa66211e209131cea0e8fa | | MARL | 76.56 | Not recorded | 68fa66211e209131cea0e8fa | | RRA | 73.205 | Not recorded | 68fa64f81e209131cea07749 | | RRA | 73.205 | Not recorded | 68fa66211e209131cea0e8fa | | TSN | 72.361 | Not recorded | 68fa64f81e209131cea07749 | | TSN | 72.361 | Not recorded | 68fa66211e209131cea0e8fa | | BN-Inception | 60.13 | Not recorded | 68fa64f81e209131cea07749 | | BN-Inception | 60.13 | Not recorded | 68fa66211e209131cea0e8fa | | I3D (Res50) | 40.68 | Not recorded | 68fa64f81e209131cea07749 | | I3D | 40.68 | Not recorded | 68fa66211e209131cea0e8fa | ### MARL Top-1 Acc: 79.01. Result ID: 698cdd388b517eb4331d413a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception-V3","Variant":"Ours"}. This record does not assert independent reproduction. ### MARL Top-1 Acc: 76.77. Result ID: 698cdd388b517eb4331d4139. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception-V3","Variant":"All"}. This record does not assert independent reproduction. ### MARL Top-1 Acc: 76.56. Result ID: 698cdd388b517eb4331d4138. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception-V3","Variant":"U25"}. This record does not assert independent reproduction. ### RRA Top-1 Acc: 73.205. Result ID: 698c95300b614d12cff1be5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Inception-V3"}. This record does not assert independent reproduction. ### RRA Top-1 Acc: 73.205. Result ID: 698cdd388b517eb4331d4137. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Inception-V3"}. This record does not assert independent reproduction. ### TSN Top-1 Acc: 72.361. Result ID: 698c95300b614d12cff1be5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Inception-V3","Implementation":"Official PyTorch"}. This record does not assert independent reproduction. ### TSN Top-1 Acc: 72.361. Result ID: 698cdd388b517eb4331d4136. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BN-Inception"}. This record does not assert independent reproduction. ### BN-Inception Top-1 Acc: 60.13. Result ID: 698c95300b614d12cff1be5a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BN-Inception","Testing Protocol":"middle frame"}. This record does not assert independent reproduction. ### BN-Inception Top-1 Acc: 60.13. Result ID: 698cdd388b517eb4331d4134. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BN-Inception"}. This record does not assert independent reproduction. ### I3D (Res50) Top-1 Acc: 40.68. Result ID: 698c95300b614d12cff1be5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Testing Protocol":"middle frame","Frames":"32 consecutive frames"}. This record does not assert independent reproduction. ### I3D Top-1 Acc: 40.68. Result ID: 698cdd388b517eb4331d4135. [Reporting paper]() [Method origin 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.