# Object Classification on ImageNet-1K Source: [Object Classification on ImageNet-1K]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:36.171Z Evaluation of Object Classification performance on the ImageNet-1K dataset, typically measured by 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 | Object Classification | | Dataset (including any stated split) | ImageNet-1K | | 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. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | SigLIP2 | 88 | Not recorded | 68fa79651e209131cea7d6a4 | | PEcoreG | 87.6 | Not recorded | 68fa79651e209131cea7d6a4 | | DINOv2 | 86.1 | Not recorded | 68fa79651e209131cea7d6a4 | | InternVideo2\_s2-1B | 85.8 | Not recorded | 68fa79651e209131cea7d6a4 | | V-JEPA 2 ViT-g384 | 85.1 | Not recorded | 68fa79651e209131cea7d6a4 | | V-JEPA 2 ViT-g | 84.6 | Not recorded | 68fa79651e209131cea7d6a4 | | V-JEPA 2 ViT-H | 83.8 | Not recorded | 68fa79651e209131cea7d6a4 | | V-JEPA 2 ViT-L | 83.5 | Not recorded | 68fa79651e209131cea7d6a4 | | PIIP-B | 82.7 | Not recorded | 68fa7a361e209131cea81d19 | | ViT-B | 82 | Not recorded | 68fa7a361e209131cea81d19 | | V-JEPA ViT-H | 80 | Not recorded | 68fa79651e209131cea7d6a4 | | MogaNet-T | 80 | Not recorded | 68fa79841e209131cea7df4b | | MogaNet-T | 79 | Not recorded | 68fa79841e209131cea7df4b | | ParC-Net-S | 78.6 | Not recorded | 68fa79841e209131cea7df4b | | MobileViT-S | 78.4 | Not recorded | 68fa79841e209131cea7df4b | | MobileFormer-294M | 77.9 | Not recorded | 68fa79841e209131cea7df4b | | SReT-TDistill | 77.6 | Not recorded | 68fa79841e209131cea7df4b | | CoaT-Lite-T | 77.5 | Not recorded | 68fa79841e209131cea7df4b | | ConvNext-XT | 77.5 | Not recorded | 68fa79841e209131cea7df4b | | Swin-1G | 77.3 | Not recorded | 68fa79841e209131cea7df4b | | MogaNet-XT | 77.2 | Not recorded | 68fa79841e209131cea7df4b | | EfficientNet-B0 | 77.1 | Not recorded | 68fa79841e209131cea7df4b | | LeViT-S | 76.6 | Not recorded | 68fa79841e209131cea7df4b | | RegNetY-800MF | 76.3 | Not recorded | 68fa79841e209131cea7df4b | | ShuffleNetV2 2× | 75.4 | Not recorded | 68fa79841e209131cea7df4b | | VAN-B0 | 75.4 | Not recorded | 68fa79841e209131cea7df4b | | ViT-C | 75.3 | Not recorded | 68fa79841e209131cea7df4b | | PVT-T | 75.1 | Not recorded | 68fa79841e209131cea7df4b | | PiT-Ti | 74.6 | Not recorded | 68fa79841e209131cea7df4b | | DeiT-T | 74.1 | Not recorded | 68fa79841e209131cea7df4b | | T2T-ViT-7 | 71.7 | Not recorded | 68fa79841e209131cea7df4b | | ResNet-18 | 71.5 | Not recorded | 68fa79841e209131cea7df4b | | VideoMAEv2 | 71.4 | Not recorded | 68fa79651e209131cea7d6a4 | ### SigLIP2 Top-1 Acc: 88. Result ID: 698b4b518d67a41d0a6cdda3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"1.2B","Evaluation Protocol":"Attentive probe"}. This record does not assert independent reproduction. ### PEcoreG Top-1 Acc: 87.6. Result ID: 698b4b518d67a41d0a6cdda2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"1.9B","Evaluation Protocol":"Attentive probe","Input Resolution":"256x256"}. This record does not assert independent reproduction. ### DINOv2 Top-1 Acc: 86.1. Result ID: 698b4b518d67a41d0a6cdda1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"1.1B","Evaluation Protocol":"Attentive probe"}. This record does not assert independent reproduction. ### InternVideo2\_s2-1B Top-1 Acc: 85.8. Result ID: 698b4b518d67a41d0a6cdda5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"1B","Evaluation Protocol":"Attentive probe"}. This record does not assert independent reproduction. ### V-JEPA 2 ViT-g384 Top-1 Acc: 85.1. Result ID: 698b4b518d67a41d0a6cdda9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"1B","Input Resolution":"384x384"}. This record does not assert independent reproduction. ### V-JEPA 2 ViT-g Top-1 Acc: 84.6. Result ID: 698b4b518d67a41d0a6cdda8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"1B"}. This record does not assert independent reproduction. ### V-JEPA 2 ViT-H Top-1 Acc: 83.8. Result ID: 698b4b518d67a41d0a6cdda7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"600M"}. This record does not assert independent reproduction. ### V-JEPA 2 ViT-L Top-1 Acc: 83.5. Result ID: 698b4b518d67a41d0a6cdda6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"300M"}. This record does not assert independent reproduction. ### PIIP-B Top-1 Acc: 82.7. Result ID: 698c574437894ef7d9cda5f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"512/256/128","#Param":"100M","#FLOPs":"18.4G"}. This record does not assert independent reproduction. ### ViT-B Top-1 Acc: 82. Result ID: 698c574437894ef7d9cda5ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"224","#Param":"86M","#FLOPs":"17.5G"}. This record does not assert independent reproduction. ### V-JEPA ViT-H Top-1 Acc: 80. Result ID: 698b4b518d67a41d0a6cdda4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"600M","Evaluation Protocol":"Attentive probe"}. This record does not assert independent reproduction. ### MogaNet-T Top-1 Acc: 80. Result ID: 698c52bf37894ef7d9cd7f32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"C","Image Size":"256x256","Parameters":"5.2M","FLOPs":"1.44G","refined training scheme":true}. This record does not assert independent reproduction. ### MogaNet-T Top-1 Acc: 79. Result ID: 698c52bf37894ef7d9cd7f31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"C","Image Size":"224x224","Parameters":"5.2M","FLOPs":"1.10G"}. This record does not assert independent reproduction. ### ParC-Net-S Top-1 Acc: 78.6. Result ID: 698c52bf37894ef7d9cd7f2f. [Reporting paper]() Recorded evaluation configuration: {"Type":"C","Image Size":"256x256","Parameters":"5.0M","FLOPs":"3.48G"}. This record does not assert independent reproduction. ### MobileViT-S Top-1 Acc: 78.4. Result ID: 698c52bf37894ef7d9cd7f2b. [Reporting paper]() Recorded evaluation configuration: {"Type":"H","Image Size":"256x256","Parameters":"5.6M","FLOPs":"4.02G"}. This record does not assert independent reproduction. ### MobileFormer-294M Top-1 Acc: 77.9. Result ID: 698c52bf37894ef7d9cd7f2c. [Reporting paper]() Recorded evaluation configuration: {"Type":"H","Image Size":"224x224","Parameters":"11.4M","FLOPs":"0.59G"}. This record does not assert independent reproduction. ### SReT-TDistill Top-1 Acc: 77.6. Result ID: 698c52bf37894ef7d9cd7f26. [Reporting paper]() Recorded evaluation configuration: {"Type":"T","Image Size":"224x224","Parameters":"4.8M","FLOPs":"1.10G"}. This record does not assert independent reproduction. ### CoaT-Lite-T Top-1 Acc: 77.5. Result ID: 698c52bf37894ef7d9cd7f29. [Reporting paper]() Recorded evaluation configuration: {"Type":"H","Image Size":"224x224","Parameters":"5.7M","FLOPs":"1.60G"}. This record does not assert independent reproduction. ### ConvNext-XT Top-1 Acc: 77.5. Result ID: 698c52bf37894ef7d9cd7f2d. [Reporting paper]() Recorded evaluation configuration: {"Type":"C","Image Size":"224x224","Parameters":"7.4M","FLOPs":"0.60G"}. This record does not assert independent reproduction. ### Swin-1G Top-1 Acc: 77.3. Result ID: 698c52bf37894ef7d9cd7f2a. [Reporting paper]() Recorded evaluation configuration: {"Type":"H","Image Size":"224x224","Parameters":"7.3M","FLOPs":"1.00G"}. This record does not assert independent reproduction. ### MogaNet-XT Top-1 Acc: 77.2. Result ID: 698c52bf37894ef7d9cd7f30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"C","Image Size":"256x256","Parameters":"3.0M","FLOPs":"1.04G"}. This record does not assert independent reproduction. ### EfficientNet-B0 Top-1 Acc: 77.1. Result ID: 698c52bf37894ef7d9cd7f20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"C","Image Size":"224x224","Parameters":"5.3M","FLOPs":"0.39G"}. This record does not assert independent reproduction. ### LeViT-S Top-1 Acc: 76.6. Result ID: 698c52bf37894ef7d9cd7f28. [Reporting paper]() Recorded evaluation configuration: {"Type":"H","Image Size":"224x224","Parameters":"7.8M","FLOPs":"0.31G"}. This record does not assert independent reproduction. ### RegNetY-800MF Top-1 Acc: 76.3. Result ID: 698c52bf37894ef7d9cd7f21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"C","Image Size":"224x224","Parameters":"6.3M","FLOPs":"0.80G"}. This record does not assert independent reproduction. ### ShuffleNetV2 2× Top-1 Acc: 75.4. Result ID: 698c52bf37894ef7d9cd7f1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"C","Image Size":"224x224","Parameters":"5.5M","FLOPs":"0.60G"}. This record does not assert independent reproduction. ### VAN-B0 Top-1 Acc: 75.4. Result ID: 698c52bf37894ef7d9cd7f2e. [Reporting paper]() Recorded evaluation configuration: {"Type":"C","Image Size":"224x224","Parameters":"4.1M","FLOPs":"0.88G"}. This record does not assert independent reproduction. ### ViT-C Top-1 Acc: 75.3. Result ID: 698c52bf37894ef7d9cd7f25. [Reporting paper]() Recorded evaluation configuration: {"Type":"T","Image Size":"224x224","Parameters":"4.6M","FLOPs":"1.10G"}. This record does not assert independent reproduction. ### PVT-T Top-1 Acc: 75.1. Result ID: 698c52bf37894ef7d9cd7f23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"T","Image Size":"224x224","Parameters":"13.2M","FLOPs":"1.60G"}. This record does not assert independent reproduction. ### PiT-Ti Top-1 Acc: 74.6. Result ID: 698c52bf37894ef7d9cd7f27. [Reporting paper]() Recorded evaluation configuration: {"Type":"H","Image Size":"224x224","Parameters":"4.9M","FLOPs":"0.70G"}. This record does not assert independent reproduction. ### DeiT-T Top-1 Acc: 74.1. Result ID: 698c52bf37894ef7d9cd7f22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"T","Image Size":"224x224","Parameters":"5.7M","FLOPs":"1.08G","Variant":"†"}. This record does not assert independent reproduction. ### T2T-ViT-7 Top-1 Acc: 71.7. Result ID: 698c52bf37894ef7d9cd7f24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"T","Image Size":"224x224","Parameters":"4.3M","FLOPs":"1.20G"}. This record does not assert independent reproduction. ### ResNet-18 Top-1 Acc: 71.5. Result ID: 698c52bf37894ef7d9cd7f1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"C","Image Size":"224x224","Parameters":"11.7M","FLOPs":"1.80G"}. This record does not assert independent reproduction. ### VideoMAEv2 Top-1 Acc: 71.4. Result ID: 698b4b518d67a41d0a6cdda0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"1B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.