# Image Classification on Semi Aves 3959 labels (test) Source: [Image Classification on Semi Aves 3959 labels (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:19.483Z Evaluation of Image Classification performance on the test split of the Semi Aves dataset, specifically using the 3959 labeled examples. 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 | Image Classification | | Dataset (including any stated split) | Semi Aves 3959 labels (test) | | Metric | Top-1 Error Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 Error Rate](): Lower is better; unit: PERCENT. - [Average Gain](): Higher is better; unit: SCALAR. - [Average Speedup](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Error Rate | Result date | Report paper | | --- | --- | --- | --- | | SoftMatch/FreeMatch | 31.02 | Not recorded | 68fa72451e209131cea556d1 | | FlexMatch | 31.23 | Not recorded | 68fa72451e209131cea556d1 | | FlexMatch | 32.48 | Not recorded | 68fa72451e209131cea556d1 | | SoftMatch/FreeMatch | 32.85 | Not recorded | 68fa72451e209131cea556d1 | | Pseudo Label | 37.93 | Not recorded | 68fa72451e209131cea556d1 | | Pseudo Label | 40.35 | Not recorded | 68fa72451e209131cea556d1 | ### SoftMatch/FreeMatch Top-1 Error Rate: 31.02. Result ID: 699229363a6c3148490cffb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"+SR"}. This record does not assert independent reproduction. ### FlexMatch Top-1 Error Rate: 31.23. Result ID: 699229363a6c3148490cffb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"+SR"}. This record does not assert independent reproduction. ### FlexMatch Top-1 Error Rate: 32.48. Result ID: 699229363a6c3148490cffb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Base"}. This record does not assert independent reproduction. ### SoftMatch/FreeMatch Top-1 Error Rate: 32.85. Result ID: 699229363a6c3148490cffb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Base"}. This record does not assert independent reproduction. ### Pseudo Label Top-1 Error Rate: 37.93. Result ID: 699229363a6c3148490cffb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"+SR"}. This record does not assert independent reproduction. ### Pseudo Label Top-1 Error Rate: 40.35. Result ID: 699229363a6c3148490cffb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.