# Image Classification on ImageNet-1k (Top-1 Accuracy and Latency) Source: [Image Classification on ImageNet-1k (Top-1 Accuracy and Latency)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:49.246Z Evaluation of Image Classification performance on the ImageNet-1k dataset, reporting Top-1 Accuracy alongside inference latency across multiple hardware platforms. 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-1k | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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. - [Latency (ms)](): Lower is better; unit: TIME. - [Latency (Secondary Platform)](): Lower is better; unit: TIME. - [Latency (Tertiary Platform / TensorRT)](): Lower is better; unit: TIME. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | ZenNet-1.2ms | 83.6 | Not recorded | 68fa6a981e209131cea2931c | | ZenNet-0.8ms | 83 | Not recorded | 68fa6a981e209131cea2931c | | ZenNet-0.5ms | 82.7 | Not recorded | 68fa6a981e209131cea2931c | | ResNeSt-101 | 82.3 | Not recorded | 68fa6a981e209131cea2931c | | ZenNet-0.3ms | 81.5 | Not recorded | 68fa6a981e209131cea2931c | | ResNeSt-50 | 81.1 | Not recorded | 68fa6a981e209131cea2931c | | ZenNet-0.2ms | 80.8 | Not recorded | 68fa6a981e209131cea2931c | | ZenNet-900M-SE | 80.8 | Not recorded | 68fa6a981e209131cea2931c | | OFANet-595M | 80 | Not recorded | 68fa6a981e209131cea2931c | | OFANet-595M | 79.8 | Not recorded | 68fa6a981e209131cea2931c | | OFANet-482M | 79.6 | Not recorded | 68fa6a981e209131cea2931c | | OFANet-389M | 79.1 | Not recorded | 68fa6a981e209131cea2931c | | ZenNet-600M-SE | 79.1 | Not recorded | 68fa6a981e209131cea2931c | | OFANet-482M | 78.8 | Not recorded | 68fa6a981e209131cea2931c | | ZenNet-400M-SE | 78 | Not recorded | 68fa6a981e209131cea2931c | | ZenNet-0.1ms | 77.8 | Not recorded | 68fa6a981e209131cea2931c | | DenseNet-161 | 77.7 | Not recorded | 68fa6a981e209131cea2931c | | DenseNet-201 | 77.2 | Not recorded | 68fa6a981e209131cea2931c | | OFANet-389M | 76.3 | Not recorded | 68fa6a981e209131cea2931c | | OFANet-11ms | 76.1 | Not recorded | 68fa6a981e209131cea2931c | | DFNet-2a | 76 | Not recorded | 68fa6a981e209131cea2931c | | DenseNet-169 | 76 | Not recorded | 68fa6a981e209131cea2931c | | OFANet-9ms | 75.3 | Not recorded | 68fa6a981e209131cea2931c | | DenseNet-121 | 74.7 | Not recorded | 68fa6a981e209131cea2931c | | DFNet-2 | 73.9 | Not recorded | 68fa6a981e209131cea2931c | ### ZenNet-1.2ms Top-1 Acc: 83.6. Result ID: 699ac5575698665ec453a7b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"180 M","FLOPs":"22.0 G"}. This record does not assert independent reproduction. ### ZenNet-0.8ms Top-1 Acc: 83. Result ID: 699ac5575698665ec453a7b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"183 M","FLOPs":"13.9 G"}. This record does not assert independent reproduction. ### ZenNet-0.5ms Top-1 Acc: 82.7. Result ID: 699ac5575698665ec453a7b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"118 M","FLOPs":"8.3 G"}. This record does not assert independent reproduction. ### ResNeSt-101 Top-1 Acc: 82.3. Result ID: 699ac5575698665ec453a7ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"48.3 M","FLOPs":"10.2 G"}. This record does not assert independent reproduction. ### ZenNet-0.3ms Top-1 Acc: 81.5. Result ID: 699ac5575698665ec453a7b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"85.4 M","FLOPs":"4.9 G"}. This record does not assert independent reproduction. ### ResNeSt-50 Top-1 Acc: 81.1. Result ID: 699ac5575698665ec453a7ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"27.5 M","FLOPs":"5.4 G"}. This record does not assert independent reproduction. ### ZenNet-0.2ms Top-1 Acc: 80.8. Result ID: 699ac5575698665ec453a7b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"49.7 M","FLOPs":"3.4 G"}. This record does not assert independent reproduction. ### ZenNet-900M-SE Top-1 Acc: 80.8. Result ID: 699ac5575698665ec453a7b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"13.3 M","FLOPs":"926 M"}. This record does not assert independent reproduction. ### OFANet-595M Top-1 Acc: 80. Result ID: 699ac5575698665ec453a7a5. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"236","Parameters":"9.1 M","FLOPs":"595 M","Training Setting (Initialization/Supernet)":"trained using supernet parameters as initialization"}. This record does not assert independent reproduction. ### OFANet-595M Top-1 Acc: 79.8. Result ID: 699ac5575698665ec453a7a8. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"236","Parameters":"9.1 M","FLOPs":"595 M","Training Setting (Initialization/Supernet)":"trained from scratch"}. This record does not assert independent reproduction. ### OFANet-482M Top-1 Acc: 79.6. Result ID: 699ac5575698665ec453a7a4. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"9.1 M","FLOPs":"482 M","Training Setting (Initialization/Supernet)":"trained using supernet parameters as initialization"}. This record does not assert independent reproduction. ### OFANet-389M Top-1 Acc: 79.1. Result ID: 699ac5575698665ec453a7a3. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"8.4 M","FLOPs":"389 M","Training Setting (Initialization/Supernet)":"trained using supernet parameters as initialization"}. This record does not assert independent reproduction. ### ZenNet-600M-SE Top-1 Acc: 79.1. Result ID: 699ac5575698665ec453a7b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"7.1 M","FLOPs":"611 M"}. This record does not assert independent reproduction. ### OFANet-482M Top-1 Acc: 78.8. Result ID: 699ac5575698665ec453a7a7. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"9.1 M","FLOPs":"482 M","Training Setting (Initialization/Supernet)":"trained from scratch"}. This record does not assert independent reproduction. ### ZenNet-400M-SE Top-1 Acc: 78. Result ID: 699ac5575698665ec453a7b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"5.7 M","FLOPs":"410 M"}. This record does not assert independent reproduction. ### ZenNet-0.1ms Top-1 Acc: 77.8. Result ID: 699ac5575698665ec453a7af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"30.1 M","FLOPs":"1.7 G"}. This record does not assert independent reproduction. ### DenseNet-161 Top-1 Acc: 77.7. Result ID: 699ac5575698665ec453a7aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"28.7 M","FLOPs":"7.8 G"}. This record does not assert independent reproduction. ### DenseNet-201 Top-1 Acc: 77.2. Result ID: 699ac5575698665ec453a7ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"20.0 M","FLOPs":"4.3 G"}. This record does not assert independent reproduction. ### OFANet-389M Top-1 Acc: 76.3. Result ID: 699ac5575698665ec453a7a6. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"8.4 M","FLOPs":"389 M","Training Setting (Initialization/Supernet)":"trained from scratch"}. This record does not assert independent reproduction. ### OFANet-11ms Top-1 Acc: 76.1. Result ID: 699ac5575698665ec453a7a2. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"192","Parameters":"6.2 M","FLOPs":"352 M"}. This record does not assert independent reproduction. ### DFNet-2a Top-1 Acc: 76. Result ID: 699ac5575698665ec453a7a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"18.1 M","FLOPs":"2.0 G"}. This record does not assert independent reproduction. ### DenseNet-169 Top-1 Acc: 76. Result ID: 699ac5575698665ec453a7ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"14.1 M","FLOPs":"3.4 G"}. This record does not assert independent reproduction. ### OFANet-9ms Top-1 Acc: 75.3. Result ID: 699ac5575698665ec453a7a1. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"118","Parameters":"5.2 M","FLOPs":"313 M"}. This record does not assert independent reproduction. ### DenseNet-121 Top-1 Acc: 74.7. Result ID: 699ac5575698665ec453a7a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"8.0 M","FLOPs":"2.9 G"}. This record does not assert independent reproduction. ### DFNet-2 Top-1 Acc: 73.9. Result ID: 699ac5575698665ec453a79f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"224","Parameters":"18.0 M","FLOPs":"1.8 G"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.