# Image Classification on FGVC Aircraft Novel Source: [Image Classification on FGVC Aircraft Novel]() Collection index: [llms.txt]() Data updated: 2026-05-12T13:07:21.394Z Evaluation of Image Classification performance on the novel subset of the FGVC Aircraft dataset. 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) | FGVC Aircraft Novel | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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](): Higher is better; unit: PERCENT. - [Top-1 Acc](): Higher is better; unit: PERCENT. - [ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LPT | 38.8 | Not recorded | 68fa75701e209131cea67e88 | | PromptSRC | 37.87 | Not recorded | 68fa75701e209131cea67e88 | | MMA | 36.33 | Not recorded | 68fa75701e209131cea67e88 | | CLIP | 36.29 | Not recorded | 68fa75701e209131cea67e88 | | MaPLe | 35.61 | Not recorded | 68fa75701e209131cea67e88 | | 2SFS | 35.51 | Not recorded | 68fa75701e209131cea67e88 | | Dept | 34.83 | Not recorded | 68fa75701e209131cea67e88 | | TCP | 34.43 | Not recorded | 68fa75701e209131cea67e88 | | LASP | 30.57 | Not recorded | 68fa75701e209131cea67e88 | | CoCoOp | 23.71 | Not recorded | 68fa75701e209131cea67e88 | | CoOp | 22.3 | Not recorded | 68fa75701e209131cea67e88 | ### LPT Accuracy: 38.8. Result ID: 6a03260847f34ce924e7878d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Accuracy: 37.87. Result ID: 6a03260847f34ce924e78788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy: 36.33. Result ID: 6a03260847f34ce924e7878b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Accuracy: 36.29. Result ID: 6a03260847f34ce924e78783. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy: 35.61. Result ID: 6a03260847f34ce924e78787. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 2SFS Accuracy: 35.51. Result ID: 6a03260847f34ce924e7878c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dept Accuracy: 34.83. Result ID: 6a03260847f34ce924e78789. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCP Accuracy: 34.43. Result ID: 6a03260847f34ce924e7878a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LASP Accuracy: 30.57. Result ID: 6a03260847f34ce924e78786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy: 23.71. Result ID: 6a03260847f34ce924e78785. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy: 22.3. Result ID: 6a03260847f34ce924e78784. [Reporting paper]() [Method origin paper]() [Implementation]() 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.