# Image Classification on ImageNet 1% labels 1.0 (val) Source: [Image Classification on ImageNet 1% labels 1.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:41.840Z Evaluation of Image Classification performance on the validation split of the 1.0 version of the 1% labeled subset of ImageNet, measured using Top-1 and Top-5 accuracy/scores. 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 1% labels 1.0 (val) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 Acc](): Higher is better; unit: PERCENT. - [Top-5 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | DnC | 59.9 | Not recorded | 68fa69ee1e209131cea24ff6 | | DINO + SERE | 55.9 | Not recorded | 68fa709a1e209131cea4c23e | | Barlow Twins | 55 | Not recorded | 68fa69ee1e209131cea24ff6 | | SwAV | 53.9 | Not recorded | 68fa69ee1e209131cea24ff6 | | BYOL | 53.2 | Not recorded | 68fa69ee1e209131cea24ff6 | | MoCLR | 53 | Not recorded | 68fa69ee1e209131cea24ff6 | | DINO | 52.1 | Not recorded | 68fa709a1e209131cea4c23e | | SimCLR | 48.3 | Not recorded | 68fa69ee1e209131cea24ff6 | | HEXA\_DCluster (8-crop) | 0.573 | Not recorded | 68fa690f1e209131cea1fdec | | PIRL | 0.572 | Not recorded | 68fa690f1e209131cea1fdec | | MoCo | 0.569 | Not recorded | 68fa690f1e209131cea1fdec | | SimCLR | 0.565 | Not recorded | 68fa690f1e209131cea1fdec | | DeepCluster-v2 | 0.556 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_DCluster (8-crop) | 0.553 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_DCluster (8-crop) | 0.549 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_DCluster (8-crop) | 0.541 | Not recorded | 68fa690f1e209131cea1fdec | | SWAV | 0.539 | Not recorded | 68fa690f1e209131cea1fdec | | S4L Rotation | 0.534 | Not recorded | 68fa690f1e209131cea1fdec | | BYOL | 0.532 | Not recorded | 68fa690f1e209131cea1fdec | | SWAV | 0.526 | Not recorded | 68fa690f1e209131cea1fdec | | Pseudolabels | 0.516 | Not recorded | 68fa690f1e209131cea1fdec | | SWAV | 0.513 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_DCluster | 0.489 | Not recorded | 68fa690f1e209131cea1fdec | | SimCLR | 0.483 | Not recorded | 68fa690f1e209131cea1fdec | | VAT | 0.47 | Not recorded | 68fa690f1e209131cea1fdec | | DeepCluster-v2 | 0.467 | Not recorded | 68fa690f1e209131cea1fdec | | Jigsaw | 0.453 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_MoCo | 0.424 | Not recorded | 68fa690f1e209131cea1fdec | | MoCo-v2 | 0.423 | Not recorded | 68fa690f1e209131cea1fdec | | HEXA\_MoCo | 0.394 | Not recorded | 68fa690f1e209131cea1fdec | | Instance D. | 0.392 | Not recorded | 68fa690f1e209131cea1fdec | | MoCo-v2 | 0.389 | Not recorded | 68fa690f1e209131cea1fdec | | Supervised | 0.254 | Not recorded | 68fa690f1e209131cea1fdec | ### DnC Top-1 Acc: 59.9. Result ID: 698df564ffc3901de099c481. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"ResNet-50","Evaluation Protocol":"Semi-supervised (1% labels)"}. This record does not assert independent reproduction. ### DINO + SERE Top-1 Acc: 55.9. Result ID: 6991374b3a6c314849068b7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Pre-training Epochs":"100","Evaluation Protocol":"Semi-supervised (1% labels)"}. This record does not assert independent reproduction. ### Barlow Twins Top-1 Acc: 55. Result ID: 698df564ffc3901de099c480. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"ResNet-50","Evaluation Protocol":"Semi-supervised (1% labels)"}. This record does not assert independent reproduction. ### SwAV Top-1 Acc: 53.9. Result ID: 698df564ffc3901de099c47e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"ResNet-50","Evaluation Protocol":"Semi-supervised (1% labels)"}. This record does not assert independent reproduction. ### BYOL Top-1 Acc: 53.2. Result ID: 698df564ffc3901de099c47d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"ResNet-50","Evaluation Protocol":"Semi-supervised (1% labels)"}. This record does not assert independent reproduction. ### MoCLR Top-1 Acc: 53. Result ID: 698df564ffc3901de099c47f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"ResNet-50","Evaluation Protocol":"Semi-supervised (1% labels)"}. This record does not assert independent reproduction. ### DINO Top-1 Acc: 52.1. Result ID: 6991374b3a6c314849068b7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","Pre-training Epochs":"100","Evaluation Protocol":"Semi-supervised (1% labels)"}. This record does not assert independent reproduction. ### SimCLR Top-1 Acc: 48.3. Result ID: 698df564ffc3901de099c47c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"ResNet-50","Evaluation Protocol":"Semi-supervised (1% labels)"}. This record does not assert independent reproduction. ### HEXA\_DCluster (8-crop) Top-1 Acc: 0.573. Result ID: 698d95ad8b517eb4332281b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800","variant":"bold"}. This record does not assert independent reproduction. ### PIRL Top-1 Acc: 0.572. Result ID: 698d95ad8b517eb4332281a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### MoCo Top-1 Acc: 0.569. Result ID: 698d95ad8b517eb4332281a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### SimCLR Top-1 Acc: 0.565. Result ID: 698d95ad8b517eb43322819f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### DeepCluster-v2 Top-1 Acc: 0.556. Result ID: 698d95ad8b517eb4332281af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### HEXA\_DCluster (8-crop) Top-1 Acc: 0.553. Result ID: 698d95ad8b517eb4332281b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### HEXA\_DCluster (8-crop) Top-1 Acc: 0.549. Result ID: 698d95ad8b517eb4332281ae. [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 Acc: 0.541. Result ID: 698d95ad8b517eb4332281ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### SWAV Top-1 Acc: 0.539. Result ID: 698d95ad8b517eb4332281a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"800","B":"4096"}. This record does not assert independent reproduction. ### S4L Rotation Top-1 Acc: 0.534. Result ID: 698d95ad8b517eb43322819c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOL Top-1 Acc: 0.532. Result ID: 698d95ad8b517eb4332281a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### SWAV Top-1 Acc: 0.526. Result ID: 698d95ad8b517eb4332281a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200","B":"4096"}. This record does not assert independent reproduction. ### Pseudolabels Top-1 Acc: 0.516. Result ID: 698d95ad8b517eb43322819a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SWAV Top-1 Acc: 0.513. Result ID: 698d95ad8b517eb4332281a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200","B":"256"}. This record does not assert independent reproduction. ### HEXA\_DCluster Top-1 Acc: 0.489. Result ID: 698d95ad8b517eb4332281ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### SimCLR Top-1 Acc: 0.483. Result ID: 698d95ad8b517eb4332281a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"1000"}. This record does not assert independent reproduction. ### VAT Top-1 Acc: 0.47. Result ID: 698d95ad8b517eb43322819b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepCluster-v2 Top-1 Acc: 0.467. Result ID: 698d95ad8b517eb4332281ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### Jigsaw Top-1 Acc: 0.453. Result ID: 698d95ad8b517eb43322819e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"90"}. This record does not assert independent reproduction. ### HEXA\_MoCo Top-1 Acc: 0.424. Result ID: 698d95ad8b517eb4332281aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### MoCo-v2 Top-1 Acc: 0.423. Result ID: 698d95ad8b517eb4332281a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction. ### HEXA\_MoCo Top-1 Acc: 0.394. Result ID: 698d95ad8b517eb4332281a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### Instance D. Top-1 Acc: 0.392. Result ID: 698d95ad8b517eb43322819d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### MoCo-v2 Top-1 Acc: 0.389. Result ID: 698d95ad8b517eb4332281a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction. ### Supervised Top-1 Acc: 0.254. Result ID: 698d95ad8b517eb433228199. [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.