# Image Classification on ImageNet-200 (Top-1 and Top-5 Accuracy) Source: [Image Classification on ImageNet-200 (Top-1 and Top-5 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-04T07:23:12.984Z Evaluation of Image Classification performance on the ImageNet-200 dataset, specifically measured using Top-1 and Top-5 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) | ImageNet-200 | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | CLOP | 68.9 | Not recorded | 6938fe646cfd488761a53adb | | SimMatchV2 | 65.9 | Not recorded | 6938fe646cfd488761a53adb | | CCSSL | 63.1 | Not recorded | 6938fe646cfd488761a53adb | | FixMatch | 62.1 | Not recorded | 6938fe646cfd488761a53adb | | SsCL | 58.5 | Not recorded | 6938fe646cfd488761a53adb | | SimMatch | 52.7 | Not recorded | 6938fe646cfd488761a53adb | | SupCon | 50.5 | Not recorded | 6938fe646cfd488761a53adb | | ShuffleNet + RFCAConv(r) | 43.68 | Not recorded | 68fa72ab1e209131cea57beb | | ShuffleNet | 42.23 | Not recorded | 68fa72ab1e209131cea57beb | | FasterNet + RFCAConv(r) | 41.84 | Not recorded | 68fa72ab1e209131cea57beb | | FasterNet | 41.28 | Not recorded | 68fa72ab1e209131cea57beb | | MobileNet + RFCAConv(r) | 40.28 | Not recorded | 68fa72ab1e209131cea57beb | | MobileNet | 36.26 | Not recorded | 68fa72ab1e209131cea57beb | | InceptionNeXt + RFCAConv | 28.03 | Not recorded | 68fa72ab1e209131cea57beb | | InceptionNeXt | 20.26 | Not recorded | 68fa72ab1e209131cea57beb | ### CLOP Top-1 Acc: 68.9. Result ID: 6995ea343badfaffe6f2e21f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_condition":"imbalanced-class training"}. This record does not assert independent reproduction. ### SimMatchV2 Top-1 Acc: 65.9. Result ID: 6995ea343badfaffe6f2e21e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_condition":"imbalanced-class training"}. This record does not assert independent reproduction. ### CCSSL Top-1 Acc: 63.1. Result ID: 6995ea343badfaffe6f2e21c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_condition":"imbalanced-class training"}. This record does not assert independent reproduction. ### FixMatch Top-1 Acc: 62.1. Result ID: 6995ea343badfaffe6f2e21a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_condition":"imbalanced-class training"}. This record does not assert independent reproduction. ### SsCL Top-1 Acc: 58.5. Result ID: 6995ea343badfaffe6f2e21b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_condition":"imbalanced-class training"}. This record does not assert independent reproduction. ### SimMatch Top-1 Acc: 52.7. Result ID: 6995ea343badfaffe6f2e21d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training\_condition":"imbalanced-class training"}. This record does not assert independent reproduction. ### SupCon Top-1 Acc: 50.5. Result ID: 6995ea343badfaffe6f2e219. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_condition":"imbalanced-class training"}. This record does not assert independent reproduction. ### ShuffleNet + RFCAConv(r) Top-1 Acc: 43.68. Result ID: 69a7dddf6dbb7075b94c4ee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS(G)":"18.11","Param(M)":"1.38"}. This record does not assert independent reproduction. ### ShuffleNet Top-1 Acc: 42.23. Result ID: 69a7dddf6dbb7075b94c4ee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS(G)":"12.22","Param(M)":"1.11"}. This record does not assert independent reproduction. ### FasterNet + RFCAConv(r) Top-1 Acc: 41.84. Result ID: 69a7dddf6dbb7075b94c4ede. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS(G)":"161.58","Param(M)":"14.12"}. This record does not assert independent reproduction. ### FasterNet Top-1 Acc: 41.28. Result ID: 69a7dddf6dbb7075b94c4edd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPS(G)":"157.53","Param(M)":"13.96"}. This record does not assert independent reproduction. ### MobileNet + RFCAConv(r) Top-1 Acc: 40.28. Result ID: 69a7dddf6dbb7075b94c4ee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS(G)":"5.48","Param(M)":"0.72"}. This record does not assert independent reproduction. ### MobileNet Top-1 Acc: 36.26. Result ID: 69a7dddf6dbb7075b94c4ee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS(G)":"2.79","Param(M)":"0.61"}. This record does not assert independent reproduction. ### InceptionNeXt + RFCAConv Top-1 Acc: 28.03. Result ID: 69a7dddf6dbb7075b94c4ee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS(G)":"690.98","Param(M)":"47.73"}. This record does not assert independent reproduction. ### InceptionNeXt Top-1 Acc: 20.26. Result ID: 69a7dddf6dbb7075b94c4edf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPS(G)":"685.42","Param(M)":"47.52"}. This record does not assert independent reproduction. Page 1 of 1. 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