# Bird Classification on CUB-200-C Source: [Bird Classification on CUB-200-C]() Collection index: [llms.txt]() Data updated: 2026-04-20T08:35:59.501Z Evaluation of Bird Classification performance on the CUB-200-C dataset, reporting accuracy across various corruption types including noise, blur, weather effects, and digital distortions. 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 | Bird Classification | | Dataset (including any stated split) | CUB-200-C | | Metric | Accuracy (Gauss Noise) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 (Gauss Noise)](): Higher is better; unit: PERCENT. - [Accuracy (Shot Noise)](): Higher is better; unit: PERCENT. - [Accuracy (Impulse Noise)](): Higher is better; unit: PERCENT. - [Accuracy (Speckle Noise)](): Higher is better; unit: PERCENT. - [Avg Accuracy (Noise)](): Higher is better; unit: PERCENT. - [Accuracy (Defocus Blur)](): Higher is better; unit: PERCENT. - [Accuracy (Gauss Blur)](): Higher is better; unit: PERCENT. - [Avg Accuracy (Blur)](): Higher is better; unit: PERCENT. - [Accuracy (Brightness Weather)](): Higher is better; unit: PERCENT. - [Accuracy (Fog Weather)](): Higher is better; unit: PERCENT. - [Accuracy (Frost Weather)](): Higher is better; unit: PERCENT. - [Avg Accuracy (Weather)](): Higher is better; unit: PERCENT. - [Accuracy (Contrast Digital)](): Higher is better; unit: PERCENT. - [Accuracy (Elastic Digital)](): Higher is better; unit: PERCENT. - [Accuracy (JPEG Digital)](): Higher is better; unit: PERCENT. - [Accuracy (Pixel Digital)](): Higher is better; unit: PERCENT. - [Avg Accuracy (Digital)](): Higher is better; unit: PERCENT. - [Overall Mean Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Gauss Noise) | Result date | Report paper | | --- | --- | --- | --- | | ProtoTTA | 52 | Not recorded | 69e5b30a7d0172140ec7df99 | | EATA | 50.1 | Not recorded | 69e5b30a7d0172140ec7df99 | | Tent | 45.8 | Not recorded | 69e5b30a7d0172140ec7df99 | | SAR | 40 | Not recorded | 69e5b30a7d0172140ec7df99 | | Unadapted | 37.3 | Not recorded | 69e5b30a7d0172140ec7df99 | | Memo | 37.2 | Not recorded | 69e5b30a7d0172140ec7df99 | ### ProtoTTA Accuracy (Gauss Noise): 52. Result ID: 69e5e56c47f34ce924cc1aa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoViT (LN)"}. This record does not assert independent reproduction. ### EATA Accuracy (Gauss Noise): 50.1. Result ID: 69e5e56c47f34ce924cc1aa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoViT (LN)"}. This record does not assert independent reproduction. ### Tent Accuracy (Gauss Noise): 45.8. Result ID: 69e5e56c47f34ce924cc1aa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoViT (LN)"}. This record does not assert independent reproduction. ### SAR Accuracy (Gauss Noise): 40. Result ID: 69e5e56c47f34ce924cc1aa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoViT (LN)"}. This record does not assert independent reproduction. ### Unadapted Accuracy (Gauss Noise): 37.3. Result ID: 69e5e56c47f34ce924cc1aa1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ProtoViT (LN)"}. This record does not assert independent reproduction. ### Memo Accuracy (Gauss Noise): 37.2. Result ID: 69e5e56c47f34ce924cc1aa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoViT (LN)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.