# Generalized Category Discovery on FGVC-Aircraft (test) Source: [Generalized Category Discovery on FGVC-Aircraft (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T07:16:04.655Z Evaluation of Generalized Category Discovery performance on the test split of the FGVC-Aircraft dataset, reporting metrics for all, old (base), and new categories. 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 | Generalized Category Discovery | | Dataset (including any stated split) | FGVC-Aircraft (test) | | Metric | Accuracy (All) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 (All)](): Higher is better; unit: PERCENT. - [Accuracy (Old)](): Higher is better; unit: PERCENT. - [Accuracy (New)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (All) | Result date | Report paper | | --- | --- | --- | --- | | LAGCD | 59.6 | Not recorded | 6a02b3e8dbc836b87d82450d | | SIEFormer | 59.4 | Not recorded | 6992a4839ebc499c97406c77 | | SPTNet | 59.3 | Not recorded | 6992a4839ebc499c97406c77 | | SPTNet | 59.3 | Not recorded | 6a02b3e8dbc836b87d82450d | | AdaptGCD | 57.9 | Not recorded | 6a02b3e8dbc836b87d82450d | | ProtoGCD | 56.8 | Not recorded | 6992a4839ebc499c97406c77 | | ProtoGCD | 56.8 | Not recorded | 6a02b3e8dbc836b87d82450d | | CMS | 56 | Not recorded | 6992a4839ebc499c97406c77 | | CMS | 56 | Not recorded | 6a02b3e8dbc836b87d82450d | | LegoGCD | 55 | Not recorded | 6a02b3e8dbc836b87d82450d | | HypGCD | 54.8 | Not recorded | 6992a4839ebc499c97406c77 | | SimGCD | 54.2 | Not recorded | 6992a4839ebc499c97406c77 | | SimGCD | 54.2 | Not recorded | 6a02b3e8dbc836b87d82450d | | µGCD | 53.8 | Not recorded | 6992a4839ebc499c97406c77 | | µGCD | 53.8 | Not recorded | 6a02b3e8dbc836b87d82450d | | SIEFormer | 53.3 | Not recorded | 6992a4839ebc499c97406c77 | | AMEND | 52.8 | Not recorded | 6a02b3e8dbc836b87d82450d | | PromptCAL | 52.2 | Not recorded | 6992a4839ebc499c97406c77 | | PromptCAL | 52.2 | Not recorded | 6a02b3e8dbc836b87d82450d | | XCon | 47.7 | Not recorded | 6a02b3e8dbc836b87d82450d | | SIEFormer | 47.4 | Not recorded | 6992a4839ebc499c97406c77 | | GPC | 46.3 | Not recorded | 6a02b3e8dbc836b87d82450d | | GCD | 45 | Not recorded | 6992a4839ebc499c97406c77 | | GCD | 45 | Not recorded | 6a02b3e8dbc836b87d82450d | | UNO+ | 40.3 | Not recorded | 6992a4839ebc499c97406c77 | | UNO+ | 40.3 | Not recorded | 6a02b3e8dbc836b87d82450d | | RankStats+ | 26.9 | Not recorded | 6992a4839ebc499c97406c77 | | RankStats+ | 26.9 | Not recorded | 6a02b3e8dbc836b87d82450d | | ORCA | 22 | Not recorded | 6a02b3e8dbc836b87d82450d | | ORCA | 20.9 | Not recorded | 6992a4839ebc499c97406c77 | | k-means | 16 | Not recorded | 6a02b3e8dbc836b87d82450d | ### LAGCD Accuracy (All): 59.6. Result ID: 6a02d3ab47f34ce924e52df4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### SIEFormer Accuracy (All): 59.4. Result ID: 699a61915698665ec4e99d8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"baseline":"SPTNet"}. This record does not assert independent reproduction. ### SPTNet Accuracy (All): 59.3. Result ID: 699a61915698665ec4e99d89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPTNet Accuracy (All): 59.3. Result ID: 6a02d3ab47f34ce924e52def. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### AdaptGCD Accuracy (All): 57.9. Result ID: 6a02d3ab47f34ce924e52df3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### ProtoGCD Accuracy (All): 56.8. Result ID: 699a61915698665ec4e99d8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProtoGCD Accuracy (All): 56.8. Result ID: 6a02d3ab47f34ce924e52df2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### CMS Accuracy (All): 56. Result ID: 699a61915698665ec4e99d87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMS Accuracy (All): 56. Result ID: 6a02d3ab47f34ce924e52df0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### LegoGCD Accuracy (All): 55. Result ID: 6a02d3ab47f34ce924e52df1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### HypGCD Accuracy (All): 54.8. Result ID: 699a61915698665ec4e99d8a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD Accuracy (All): 54.2. Result ID: 699a61915698665ec4e99d85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD Accuracy (All): 54.2. Result ID: 6a02d3ab47f34ce924e52deb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### µGCD Accuracy (All): 53.8. Result ID: 699a61915698665ec4e99d88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### µGCD Accuracy (All): 53.8. Result ID: 6a02d3ab47f34ce924e52dee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### SIEFormer Accuracy (All): 53.3. Result ID: 699a61915698665ec4e99d8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"baseline":"SimGCD"}. This record does not assert independent reproduction. ### AMEND Accuracy (All): 52.8. Result ID: 6a02d3ab47f34ce924e52ded. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### PromptCAL Accuracy (All): 52.2. Result ID: 699a61915698665ec4e99d86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptCAL Accuracy (All): 52.2. Result ID: 6a02d3ab47f34ce924e52dec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### XCon Accuracy (All): 47.7. Result ID: 6a02d3ab47f34ce924e52de9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### SIEFormer Accuracy (All): 47.4. Result ID: 699a61915698665ec4e99d8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"baseline":"GCD"}. This record does not assert independent reproduction. ### GPC Accuracy (All): 46.3. Result ID: 6a02d3ab47f34ce924e52dea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### GCD Accuracy (All): 45. Result ID: 699a61915698665ec4e99d84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCD Accuracy (All): 45. Result ID: 6a02d3ab47f34ce924e52de8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### UNO+ Accuracy (All): 40.3. Result ID: 699a61915698665ec4e99d82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNO+ Accuracy (All): 40.3. Result ID: 6a02d3ab47f34ce924e52de6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### RankStats+ Accuracy (All): 26.9. Result ID: 699a61915698665ec4e99d81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RankStats+ Accuracy (All): 26.9. Result ID: 6a02d3ab47f34ce924e52de5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### ORCA Accuracy (All): 22. Result ID: 6a02d3ab47f34ce924e52de7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. ### ORCA Accuracy (All): 20.9. Result ID: 699a61915698665ec4e99d83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### k-means Accuracy (All): 16. Result ID: 6a02d3ab47f34ce924e52de4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINO-pretrained ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.