# Image Classification on Places 365 Source: [Image Classification on Places 365]() Collection index: [llms.txt]() Data updated: 2026-05-13T11:27:49.417Z Evaluation of Image Classification performance on the Places 365 dataset, typically 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) | Places 365 | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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-1 Error](): Lower is better; unit: PERCENT. - [Top-5 Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | OmniVec2 | 65.1 | Not recorded | 68fa7a181e209131cea811ca | | OmniVec | 63.5 | Not recorded | 68fa7a181e209131cea811ca | | InternImage | 61.2 | Not recorded | 68fa7a181e209131cea811ca | | MetaFormer | 60.7 | Not recorded | 68fa7a181e209131cea811ca | | MAE | 60.3 | Not recorded | 68fa6b7f1e209131cea2e973 | | Omnivore | 59.9 | Not recorded | 68fa7a181e209131cea811ca | | MAE | 59.8 | Not recorded | 68fa6b7f1e209131cea2e973 | | Omni-MAE | 59.4 | Not recorded | 68fa7a181e209131cea811ca | | MAE | 59.4 | Not recorded | 68fa6b7f1e209131cea2e973 | | EfficientNet | 58.6 | Not recorded | 68fa7a181e209131cea811ca | | Previous best | 58 | Not recorded | 68fa6b7f1e209131cea2e973 | | MAE | 57.9 | Not recorded | 68fa6b7f1e209131cea2e973 | | SigLIP 2-B/16 | 56.18 | Not recorded | 6a0405eadbc836b87d8279bb | | VECA-B/16 | 55.82 | Not recorded | 6a0405eadbc836b87d8279bb | | DFNCLIP-B/16 | 55.79 | Not recorded | 6a0405eadbc836b87d8279bb | | DINOv3-B/16 | 55.39 | Not recorded | 6a0405eadbc836b87d8279bb | | OpenCLIP-B/16 | 55.35 | Not recorded | 6a0405eadbc836b87d8279bb | | VECA-B/16 | 55.3 | Not recorded | 6a0405eadbc836b87d8279bb | | CLIP-B/16 | 55.27 | Not recorded | 6a0405eadbc836b87d8279bb | | DINOv2-reg-B/14 | 54.81 | Not recorded | 6a0405eadbc836b87d8279bb | | AM-RADIOv2.5-B/16 | 54.13 | Not recorded | 6a0405eadbc836b87d8279bb | | DINOv2-B/14 | 53.37 | Not recorded | 6a0405eadbc836b87d8279bb | | SALF-CBM | 49.38 | Not recorded | 68fa7b8b1e209131cea89099 | | Standard | 48.56 | Not recorded | 68fa7b8b1e209131cea89099 | | SALF-CBM | 46.73 | Not recorded | 68fa7b8b1e209131cea89099 | | LF-CBM | 43.68 | Not recorded | 68fa7b8b1e209131cea89099 | | Standard | 38.46 | Not recorded | 68fa7b8b1e209131cea89099 | ### OmniVec2 Top-1 Acc: 65.1. Result ID: 698b6d317a967eddb76e7866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniVec Top-1 Acc: 63.5. Result ID: 698b6d317a967eddb76e7865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternImage Top-1 Acc: 61.2. Result ID: 698b6d317a967eddb76e7864. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MetaFormer Top-1 Acc: 60.7. Result ID: 698b6d317a967eddb76e7863. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAE Top-1 Acc: 60.3. Result ID: 698e9053ffc3901de09eaf01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H","Input Resolution":"448","Pre-train Data":"IN1K","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### Omnivore Top-1 Acc: 59.9. Result ID: 698b6d317a967eddb76e7861. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAE Top-1 Acc: 59.8. Result ID: 698e9053ffc3901de09eaf00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H","Pre-train Data":"IN1K","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### Omni-MAE Top-1 Acc: 59.4. Result ID: 698b6d317a967eddb76e7860. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAE Top-1 Acc: 59.4. Result ID: 698e9053ffc3901de09eaeff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Pre-train Data":"IN1K","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### EfficientNet Top-1 Acc: 58.6. Result ID: 698b6d317a967eddb76e7862. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"B8"}. This record does not assert independent reproduction. ### Previous best Top-1 Acc: 58. Result ID: 698e9053ffc3901de09eaf02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-train Data":"3.5 billion images"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 57.9. Result ID: 698e9053ffc3901de09eaefe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Pre-train Data":"IN1K","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### SigLIP 2-B/16 Top-1 Acc: 56.18. Result ID: 6a04601847f34ce924eb3e69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### VECA-B/16 Top-1 Acc: 55.82. Result ID: 6a04601847f34ce924eb3e6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe","Core tokens (C)":"64"}. This record does not assert independent reproduction. ### DFNCLIP-B/16 Top-1 Acc: 55.79. Result ID: 6a04601847f34ce924eb3e68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### DINOv3-B/16 Top-1 Acc: 55.39. Result ID: 6a04601847f34ce924eb3e6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### OpenCLIP-B/16 Top-1 Acc: 55.35. Result ID: 6a04601847f34ce924eb3e67. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### VECA-B/16 Top-1 Acc: 55.3. Result ID: 6a04601847f34ce924eb3e6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe","Core tokens (C)":"8"}. This record does not assert independent reproduction. ### CLIP-B/16 Top-1 Acc: 55.27. Result ID: 6a04601847f34ce924eb3e66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### DINOv2-reg-B/14 Top-1 Acc: 54.81. Result ID: 6a04601847f34ce924eb3e6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### AM-RADIOv2.5-B/16 Top-1 Acc: 54.13. Result ID: 6a04601847f34ce924eb3e6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### DINOv2-B/14 Top-1 Acc: 53.37. Result ID: 6a04601847f34ce924eb3e6b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### SALF-CBM Top-1 Acc: 49.38. Result ID: 698c5a6f37894ef7d9cdc6dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparse final layer":false}. This record does not assert independent reproduction. ### Standard Top-1 Acc: 48.56. Result ID: 698c5a6f37894ef7d9cdc6dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparse final layer":false}. This record does not assert independent reproduction. ### SALF-CBM Top-1 Acc: 46.73. Result ID: 698c5a6f37894ef7d9cdc6db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparse final layer":true}. This record does not assert independent reproduction. ### LF-CBM Top-1 Acc: 43.68. Result ID: 698c5a6f37894ef7d9cdc6da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparse final layer":true}. This record does not assert independent reproduction. ### Standard Top-1 Acc: 38.46. Result ID: 698c5a6f37894ef7d9cdc6d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparse final layer":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.