# Image Classification on Tiny-ImageNet Full (Top-1 Accuracy) Source: [Image Classification on Tiny-ImageNet Full (Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-10T09:33:43.515Z Evaluation of Image Classification performance on the full Tiny-ImageNet dataset, measured using Top-1 Accuracy. 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) | Tiny-ImageNet Full | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LoRA (r=4) | 91.8 | Not recorded | 69d8843b7d0172140ec77c05 | | LoRA (r=2) | 90.4 | Not recorded | 69d8843b7d0172140ec77c05 | | Full-FT | 89.2 | Not recorded | 69d8843b7d0172140ec77c05 | | LoRA (r=4) | 88.8 | Not recorded | 69d8843b7d0172140ec77c05 | | SOLAR r=4(4→1.6) | 88.6 | Not recorded | 69d8843b7d0172140ec77c05 | | SOLAR r=4(4→1.6) | 87.9 | Not recorded | 69d8843b7d0172140ec77c05 | | SOLAR r=2(1→0.3) | 87.6 | Not recorded | 69d8843b7d0172140ec77c05 | | NOLA | 86.7 | Not recorded | 69d8843b7d0172140ec77c05 | | SOLAR NOLA(4→1.2) | 86.4 | Not recorded | 69d8843b7d0172140ec77c05 | | Full-FT | 85.4 | Not recorded | 69d8843b7d0172140ec77c05 | | NOLA | 82.8 | Not recorded | 69d8843b7d0172140ec77c05 | | SOLAR NOLA(4→1.2) | 82.3 | Not recorded | 69d8843b7d0172140ec77c05 | ### LoRA (r=4) Top-1 Accuracy: 91.8. Result ID: 69d8c3ee47f34ce924c205b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture":"ViT-L","# Parameters":"197K"}. This record does not assert independent reproduction. ### LoRA (r=2) Top-1 Accuracy: 90.4. Result ID: 69d8c3ee47f34ce924c205b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture":"ViT-L","# Parameters":"98K"}. This record does not assert independent reproduction. ### Full-FT Top-1 Accuracy: 89.2. Result ID: 69d8c3ee47f34ce924c205b2. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-L","# Parameters":"303M"}. This record does not assert independent reproduction. ### LoRA (r=4) Top-1 Accuracy: 88.8. Result ID: 69d8c3ee47f34ce924c205ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture":"ViT-B","# Parameters":"74K"}. This record does not assert independent reproduction. ### SOLAR r=4(4→1.6) Top-1 Accuracy: 88.6. Result ID: 69d8c3ee47f34ce924c205b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-L","# Parameters":"82K"}. This record does not assert independent reproduction. ### SOLAR r=4(4→1.6) Top-1 Accuracy: 87.9. Result ID: 69d8c3ee47f34ce924c205b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-B","# Parameters":"41K"}. This record does not assert independent reproduction. ### SOLAR r=2(1→0.3) Top-1 Accuracy: 87.6. Result ID: 69d8c3ee47f34ce924c205b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-L","# Parameters":"50K"}. This record does not assert independent reproduction. ### NOLA Top-1 Accuracy: 86.7. Result ID: 69d8c3ee47f34ce924c205b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-L","# Parameters":"96K"}. This record does not assert independent reproduction. ### SOLAR NOLA(4→1.2) Top-1 Accuracy: 86.4. Result ID: 69d8c3ee47f34ce924c205b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-L","# Parameters":"64K"}. This record does not assert independent reproduction. ### Full-FT Top-1 Accuracy: 85.4. Result ID: 69d8c3ee47f34ce924c205ad. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-B","# Parameters":"86M"}. This record does not assert independent reproduction. ### NOLA Top-1 Accuracy: 82.8. Result ID: 69d8c3ee47f34ce924c205af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-B","# Parameters":"48K"}. This record does not assert independent reproduction. ### SOLAR NOLA(4→1.2) Top-1 Accuracy: 82.3. Result ID: 69d8c3ee47f34ce924c205b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"ViT-B","# Parameters":"32K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.