# Image Classification on ImageNet 10% labels 1.0 (val) Source: [Image Classification on ImageNet 10% labels 1.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:01.190Z Evaluation of Image Classification performance on the validation split of the 10% labeled subset of ImageNet version 1.0, measured using Top-1 and Top-5 metrics. 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) | ImageNet 10% labels 1.0 (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | S4L Rotation | 83.8 | Not recorded | 68fa690f1e209131cea1fdec | | PIRL | 83.8 | Not recorded | 68fa690f1e209131cea1fdec | | VAT | 83.4 | Not recorded | 68fa690f1e209131cea1fdec | | MoCo | 83 | Not recorded | 68fa690f1e209131cea1fdec | | SimCLR | 82.7 | Not recorded | 68fa690f1e209131cea1fdec | | Pseudolabels | 82.4 | Not recorded | 68fa690f1e209131cea1fdec | | Jigsaw | 79.3 | Not recorded | 68fa690f1e209131cea1fdec | | Instance D. | 77.4 | Not recorded | 68fa690f1e209131cea1fdec | | PCL | 75.3 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_DCluster (8-crop) | 71.8 | Not recorded | 68fa690f1e209131cea1fdec | | FixMatch | 71.5 | Not recorded | 68fa690f1e209131cea1fdec | | DINO + SERE | 71.5 | Not recorded | 68fa709a1e209131cea4c23e | | HEXA\_DCluster (8-crop) | 70.8 | Not recorded | 68fa690f1e209131cea1fdec | | DeepCluster-v2 | 70.6 | Not recorded | 68fa690f1e209131cea1fdec | | SWAV | 70.2 | Not recorded | 68fa690f1e209131cea1fdec | | DINO | 70 | Not recorded | 68fa709a1e209131cea4c23e | | HEXA\_DCluster (8-crop) | 69.4 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_DCluster (8-crop) | 69.3 | Not recorded | 68fa690f1e209131cea1fdec | | UDA | 68.8 | Not recorded | 68fa690f1e209131cea1fdec | | BYOL | 68.8 | Not recorded | 68fa690f1e209131cea1fdec | | SWAV | 68.5 | Not recorded | 68fa690f1e209131cea1fdec | | SWAV | 67.8 | Not recorded | 68fa690f1e209131cea1fdec | | SimCLR | 65.6 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_DCluster | 64.9 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_MoCo | 64.1 | Not recorded | 68fa690f1e209131cea1fdec | | MoCo-v2 | 63.8 | Not recorded | 68fa690f1e209131cea1fdec | | DeepCluster-v2 | 63.5 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_MoCo | 62.3 | Not recorded | 68fa690f1e209131cea1fdec | | MoCo-v2 | 61.5 | Not recorded | 68fa690f1e209131cea1fdec | | Supervised | 56.4 | Not recorded | 68fa690f1e209131cea1fdec | ### S4L Rotation Top-1 Accuracy: 83.8. Result ID: 698d95ad8b517eb4332281b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PIRL Top-1 Accuracy: 83.8. Result ID: 698d95ad8b517eb4332281bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### VAT Top-1 Accuracy: 83.4. Result ID: 698d95ad8b517eb4332281b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoCo Top-1 Accuracy: 83. Result ID: 698d95ad8b517eb4332281bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### SimCLR Top-1 Accuracy: 82.7. Result ID: 698d95ad8b517eb4332281ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### Pseudolabels Top-1 Accuracy: 82.4. Result ID: 698d95ad8b517eb4332281b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Jigsaw Top-1 Accuracy: 79.3. Result ID: 698d95ad8b517eb4332281b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"90"}. This record does not assert independent reproduction. ### Instance D. Top-1 Accuracy: 77.4. Result ID: 698d95ad8b517eb4332281b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### PCL Top-1 Accuracy: 75.3. Result ID: 698d95ad8b517eb4332281be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### HEXA\_DCluster (8-crop) Top-1 Accuracy: 71.8. Result ID: 698d95ad8b517eb4332281cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800","variant":"bold"}. This record does not assert independent reproduction. ### FixMatch Top-1 Accuracy: 71.5. Result ID: 698d95ad8b517eb4332281b7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINO + SERE Top-1 Accuracy: 71.5. Result ID: 6991374b3a6c314849068b7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Pre-training Epochs":"100","Evaluation Protocol":"Semi-supervised (10% labels)"}. This record does not assert independent reproduction. ### HEXA\_DCluster (8-crop) Top-1 Accuracy: 70.8. Result ID: 698d95ad8b517eb4332281cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### DeepCluster-v2 Top-1 Accuracy: 70.6. Result ID: 698d95ad8b517eb4332281cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### SWAV Top-1 Accuracy: 70.2. Result ID: 698d95ad8b517eb4332281c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"800","B":"4096"}. This record does not assert independent reproduction. ### DINO Top-1 Accuracy: 70. Result ID: 6991374b3a6c314849068b7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Pre-training Epochs":"100","Evaluation Protocol":"Semi-supervised (10% labels)"}. This record does not assert independent reproduction. ### HEXA\_DCluster (8-crop) Top-1 Accuracy: 69.4. Result ID: 698d95ad8b517eb4332281ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200","variant":"bold"}. This record does not assert independent reproduction. ### HEXA\_DCluster (8-crop) Top-1 Accuracy: 69.3. Result ID: 698d95ad8b517eb4332281c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### UDA Top-1 Accuracy: 68.8. Result ID: 698d95ad8b517eb4332281b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOL Top-1 Accuracy: 68.8. Result ID: 698d95ad8b517eb4332281c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### SWAV Top-1 Accuracy: 68.5. Result ID: 698d95ad8b517eb4332281c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200","B":"4096"}. This record does not assert independent reproduction. ### SWAV Top-1 Accuracy: 67.8. Result ID: 698d95ad8b517eb4332281bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200","B":"256"}. This record does not assert independent reproduction. ### SimCLR Top-1 Accuracy: 65.6. Result ID: 698d95ad8b517eb4332281bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"1000"}. This record does not assert independent reproduction. ### HEXA\_DCluster Top-1 Accuracy: 64.9. Result ID: 698d95ad8b517eb4332281c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### HEXA\_MoCo Top-1 Accuracy: 64.1. Result ID: 698d95ad8b517eb4332281c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### MoCo-v2 Top-1 Accuracy: 63.8. Result ID: 698d95ad8b517eb4332281c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### DeepCluster-v2 Top-1 Accuracy: 63.5. Result ID: 698d95ad8b517eb4332281c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### HEXA\_MoCo Top-1 Accuracy: 62.3. Result ID: 698d95ad8b517eb4332281c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### MoCo-v2 Top-1 Accuracy: 61.5. Result ID: 698d95ad8b517eb4332281c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### Supervised Top-1 Accuracy: 56.4. Result ID: 698d95ad8b517eb4332281b2. [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.