# Image Classification on Places 205-way (test) Source: [Image Classification on Places 205-way (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:56.556Z Evaluation of Image Classification performance on the test split of the Places 205-way 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) | Places 205-way (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 54 of 54 | | 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. - [Conv1 Accuracy](): Higher is better; unit: PERCENT. - [Conv2 Accuracy](): Higher is better; unit: PERCENT. - [Conv3 Accuracy](): Higher is better; unit: PERCENT. - [Conv4 Accuracy](): Higher is better; unit: PERCENT. - [Conv5 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SEER | 62.7 | Not recorded | 68fa696d1e209131cea21f3d | | SEER | 61.9 | Not recorded | 68fa696d1e209131cea21f3d | | SwAV | 59.9 | Not recorded | 68fa696d1e209131cea21f3d | | SwAV | 56.7 | Not recorded | 68fa690b1e209131cea1faec | | SwAV | 56.7 | Not recorded | 68fa696d1e209131cea21f3d | | Supervised | 56 | Not recorded | 68fa696d1e209131cea21f3d | | MOAM\* full | 54.2 | Not recorded | 68fa660f1e209131cea0df43 | | MOAM\* + pseudo label | 54.2 | Not recorded | 68fa660f1e209131cea0df43 | | Supervised | 53.7 | Not recorded | 68fa660f1e209131cea0df43 | | SimCLR | 53.3 | Not recorded | 68fa690b1e209131cea1faec | | Supervised | 53.2 | Not recorded | 68fa690b1e209131cea1faec | | MoCov2 | 52.9 | Not recorded | 68fa690b1e209131cea1faec | | Supervised | 52.5 | Not recorded | 68fa660f1e209131cea0df43 | | BoWNet | 51.1 | Not recorded | 68fa690b1e209131cea1faec | | PIRL | 49.8 | Not recorded | 68fa690b1e209131cea1faec | | PCL | 49.8 | Not recorded | 68fa690b1e209131cea1faec | | MOAM\* | 49.5 | Not recorded | 68fa660f1e209131cea0df43 | | Pseudolabels | 48.2 | Not recorded | 68fa660f1e209131cea0df43 | | MoCo | 46.9 | Not recorded | 68fa690b1e209131cea1faec | | S4L-Rotation | 46.6 | Not recorded | 68fa660f1e209131cea0df43 | | NPID++ | 46.4 | Not recorded | 68fa690b1e209131cea1faec | | VAT + EntMin | 46.2 | Not recorded | 68fa660f1e209131cea0df43 | | SS Rotation | 45.9 | Not recorded | 68fa660f1e209131cea0df43 | | SS Exemplar | 45.9 | Not recorded | 68fa660f1e209131cea0df43 | | S4L-Exemplar | 45.9 | Not recorded | 68fa660f1e209131cea0df43 | | VAT | 45.8 | Not recorded | 68fa660f1e209131cea0df43 | | RotNet | 45 | Not recorded | 68fa690b1e209131cea1faec | | Supervised | 44.7 | Not recorded | 68fa660f1e209131cea0df43 | | Pseudolabels | 41.8 | Not recorded | 68fa660f1e209131cea0df43 | | SS Rotation+ | 41.7 | Not recorded | 68fa660f1e209131cea0df43 | | SS Exemplar+ | 39.8 | Not recorded | 68fa660f1e209131cea0df43 | | S4L-Rotation | 38 | Not recorded | 68fa660f1e209131cea0df43 | | VAT + EntMin | 36.4 | Not recorded | 68fa660f1e209131cea0df43 | | SS Rotation | 36.3 | Not recorded | 68fa660f1e209131cea0df43 | | Supervised | 36.2 | Not recorded | 68fa660f1e209131cea0df43 | | VAT | 35.9 | Not recorded | 68fa660f1e209131cea0df43 | | S4L-Exemplar | 32.2 | Not recorded | 68fa660f1e209131cea0df43 | | SS Exemplar | 31.1 | Not recorded | 68fa660f1e209131cea0df43 | ### SEER Top-1 Accuracy: 62.7. Result ID: 698da88e8b517eb43322ee68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch.":"RG256","Pre-training source":"uncurated data","Evaluation Protocol":"linear evaluation"}. This record does not assert independent reproduction. ### SEER Top-1 Accuracy: 61.9. Result ID: 698da88e8b517eb43322ee67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch.":"RG128","Pre-training source":"uncurated data","Evaluation Protocol":"linear evaluation"}. This record does not assert independent reproduction. ### SwAV Top-1 Accuracy: 59.9. Result ID: 698da88e8b517eb43322ee66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch.":"RG128","Pre-training source":"ImageNet","Evaluation Protocol":"linear evaluation"}. This record does not assert independent reproduction. ### SwAV Top-1 Accuracy: 56.7. Result ID: 698d93e68b517eb4332275cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### SwAV Top-1 Accuracy: 56.7. Result ID: 698da88e8b517eb43322ee64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Arch.":"RN50","Pre-training source":"ImageNet","Evaluation Protocol":"linear evaluation"}. This record does not assert independent reproduction. ### Supervised Top-1 Accuracy: 56. Result ID: 698da88e8b517eb43322ee65. [Reporting paper]() Recorded evaluation configuration: {"Arch.":"RG128","Pre-training source":"ImageNet","Evaluation Protocol":"linear evaluation"}. This record does not assert independent reproduction. ### MOAM\* full Top-1 Accuracy: 54.2. Result ID: 698cd7a08b517eb4331d1ce7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2","network width":"4x wider"}. This record does not assert independent reproduction. ### MOAM\* + pseudo label Top-1 Accuracy: 54.2. Result ID: 698cd7a08b517eb4331d1ce8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2","network width":"4x wider"}. This record does not assert independent reproduction. ### Supervised Top-1 Accuracy: 53.7. Result ID: 698cd7a08b517eb4331d1cd6. [Reporting paper]() Recorded evaluation configuration: {"%-labels":"100","backbone":"ResNet50v2","network width":"4x wider"}. This record does not assert independent reproduction. ### SimCLR Top-1 Accuracy: 53.3. Result ID: 698d93e68b517eb4332275cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### Supervised Top-1 Accuracy: 53.2. Result ID: 698d93e68b517eb4332275c4. [Reporting paper]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### MoCov2 Top-1 Accuracy: 52.9. Result ID: 698d93e68b517eb4332275cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### Supervised Top-1 Accuracy: 52.5. Result ID: 698cd7a08b517eb4331d1cd5. [Reporting paper]() Recorded evaluation configuration: {"%-labels":"100","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### BoWNet Top-1 Accuracy: 51.1. Result ID: 698d93e68b517eb4332275ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### PIRL Top-1 Accuracy: 49.8. Result ID: 698d93e68b517eb4332275c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### PCL Top-1 Accuracy: 49.8. Result ID: 698d93e68b517eb4332275c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### MOAM\* Top-1 Accuracy: 49.5. Result ID: 698cd7a08b517eb4331d1ce9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2","network width":"4x wider"}. This record does not assert independent reproduction. ### Pseudolabels Top-1 Accuracy: 48.2. Result ID: 698cd7a08b517eb4331d1cdc. [Reporting paper]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### MoCo Top-1 Accuracy: 46.9. Result ID: 698d93e68b517eb4332275c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### S4L-Rotation Top-1 Accuracy: 46.6. Result ID: 698cd7a08b517eb4331d1ce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### NPID++ Top-1 Accuracy: 46.4. Result ID: 698d93e68b517eb4332275c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### VAT + EntMin Top-1 Accuracy: 46.2. Result ID: 698cd7a08b517eb4331d1cde. [Reporting paper]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### SS Rotation Top-1 Accuracy: 45.9. Result ID: 698cd7a08b517eb4331d1ce1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%-labels":"10","fine-tuning":true,"backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### SS Exemplar Top-1 Accuracy: 45.9. Result ID: 698cd7a08b517eb4331d1ce2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%-labels":"10","fine-tuning":true,"backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### S4L-Exemplar Top-1 Accuracy: 45.9. Result ID: 698cd7a08b517eb4331d1ce6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### VAT Top-1 Accuracy: 45.8. Result ID: 698cd7a08b517eb4331d1cdd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### RotNet Top-1 Accuracy: 45. Result ID: 698d93e68b517eb4332275c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Linear classification","Backbone":"ResNet-50","Features":"Frozen","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### Supervised Top-1 Accuracy: 44.7. Result ID: 698cd7a08b517eb4331d1cd4. [Reporting paper]() Recorded evaluation configuration: {"%-labels":"10","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### Pseudolabels Top-1 Accuracy: 41.8. Result ID: 698cd7a08b517eb4331d1cd9. [Reporting paper]() Recorded evaluation configuration: {"%-labels":"1","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### SS Rotation+ Top-1 Accuracy: 41.7. Result ID: 698cd7a08b517eb4331d1cd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%-labels":"0","transfer training epochs":520,"backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### SS Exemplar+ Top-1 Accuracy: 39.8. Result ID: 698cd7a08b517eb4331d1cd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%-labels":"0","transfer training epochs":520,"backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### S4L-Rotation Top-1 Accuracy: 38. Result ID: 698cd7a08b517eb4331d1ce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%-labels":"1","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### VAT + EntMin Top-1 Accuracy: 36.4. Result ID: 698cd7a08b517eb4331d1cdb. [Reporting paper]() Recorded evaluation configuration: {"%-labels":"1","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### SS Rotation Top-1 Accuracy: 36.3. Result ID: 698cd7a08b517eb4331d1cdf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%-labels":"1","fine-tuning":true,"backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### Supervised Top-1 Accuracy: 36.2. Result ID: 698cd7a08b517eb4331d1cd3. [Reporting paper]() Recorded evaluation configuration: {"%-labels":"1","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### VAT Top-1 Accuracy: 35.9. Result ID: 698cd7a08b517eb4331d1cda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%-labels":"1","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### S4L-Exemplar Top-1 Accuracy: 32.2. Result ID: 698cd7a08b517eb4331d1ce4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%-labels":"1","backbone":"ResNet50v2"}. This record does not assert independent reproduction. ### SS Exemplar Top-1 Accuracy: 31.1. Result ID: 698cd7a08b517eb4331d1ce0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%-labels":"1","fine-tuning":true,"backbone":"ResNet50v2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.