# Image Classification on CIFAR-100, SVHN, Food-101, Air, Pet, Car Source: [Image Classification on CIFAR-100, SVHN, Food-101, Air, Pet, Car]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:11.714Z Evaluation of Image Classification performance across a custom suite of six datasets: CIFAR-100, SVHN, Food-101, Air, Pet, and Car, reporting per-dataset accuracy and the overall average. 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) | Image Datasets (CIFAR-100, SVHN, Food-101, Air, Pet, Car) | | Metric | Accuracy (CIFAR-100) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 (CIFAR-100)](): Higher is better; unit: PERCENT. - [Accuracy (SVHN)](): Higher is better; unit: PERCENT. - [Accuracy (Food-101)](): Higher is better; unit: PERCENT. - [Accuracy (Air)](): Higher is better; unit: PERCENT. - [Accuracy (Pet)](): Higher is better; unit: PERCENT. - [Accuracy (Car)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (CIFAR-100) | Result date | Report paper | | --- | --- | --- | --- | | AdaptFormer | 92.03 | Not recorded | 68fa753d1e209131cea66acc | | VPT | 91.46 | Not recorded | 68fa753d1e209131cea66acc | | LoRA | 91.42 | Not recorded | 68fa753d1e209131cea66acc | | DyT | 91.37 | Not recorded | 68fa753d1e209131cea66acc | | DyT + N = 4 | 91.01 | Not recorded | 68fa753d1e209131cea66acc | | Full tuning | 90.91 | Not recorded | 68fa753d1e209131cea66acc | | Linear | 85.87 | Not recorded | 68fa753d1e209131cea66acc | | Dynamic-Full | 83.43 | Not recorded | 68fa753d1e209131cea66acc | ### AdaptFormer Accuracy (CIFAR-100): 92.03. Result ID: 699383533a6c314849167e6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"1.19","FLOPS (G)":"17.81"}. This record does not assert independent reproduction. ### VPT Accuracy (CIFAR-100): 91.46. Result ID: 699383533a6c314849167e6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"0.07","FLOPS (G)":"18.32"}. This record does not assert independent reproduction. ### LoRA Accuracy (CIFAR-100): 91.42. Result ID: 699383533a6c314849167e6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"1.19","FLOPS (G)":"17.58"}. This record does not assert independent reproduction. ### DyT Accuracy (CIFAR-100): 91.37. Result ID: 699383533a6c314849167e6f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"1.19","FLOPS (G)":"12.21"}. This record does not assert independent reproduction. ### DyT + N = 4 Accuracy (CIFAR-100): 91.01. Result ID: 699383533a6c314849167e70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"4.80","FLOPS (G)":"12.29"}. This record does not assert independent reproduction. ### Full tuning Accuracy (CIFAR-100): 90.91. Result ID: 699383533a6c314849167e69. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"85.80","FLOPS (G)":"17.58"}. This record does not assert independent reproduction. ### Linear Accuracy (CIFAR-100): 85.87. Result ID: 699383533a6c314849167e6a. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"0","FLOPS (G)":"17.58"}. This record does not assert independent reproduction. ### Dynamic-Full Accuracy (CIFAR-100): 83.43. Result ID: 699383533a6c314849167e6b. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"85.80","FLOPS (G)":"12.24"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.