# Image Classification on ImageNet sub-tasks S1-S3 (10 classes) Source: [Image Classification on ImageNet sub-tasks S1-S3 (10 classes)]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:24:46.931Z Evaluation of Image Classification performance across three specific sub-tasks (S1, S2, S3), each containing 10 classes, reporting individual and average 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 sub-tasks S1-S3 (10 classes) | | Metric | Accuracy (S1/10) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Accuracy (S1/10)](): Higher is better; unit: PERCENT. - [Accuracy (S2/10)](): Higher is better; unit: PERCENT. - [Accuracy (S3/10)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (S1/10) | Result date | Report paper | | --- | --- | --- | --- | | NuWa (FT) | 97 | Not recorded | 68fa77c31e209131cea752b2 | | DeiT-Base (FT) | 96.6 | Not recorded | 68fa77c31e209131cea752b2 | | RECAP | 96.6 | Not recorded | 68fa77c31e209131cea752b2 | | X-Pruner | 96.2 | Not recorded | 68fa77c31e209131cea752b2 | | NuWa | 96 | Not recorded | 68fa77c31e209131cea752b2 | | Anchor Model | 95.8 | Not recorded | 68fa77c31e209131cea752b2 | | NuWa (FT) | 95.2 | Not recorded | 68fa77c31e209131cea752b2 | | Random | 94.8 | Not recorded | 68fa77c31e209131cea752b2 | | MDP | 93.8 | Not recorded | 68fa77c31e209131cea752b2 | | NuWa | 91.8 | Not recorded | 68fa77c31e209131cea752b2 | | X-Pruner | 91.2 | Not recorded | 68fa77c31e209131cea752b2 | | MDP | 90 | Not recorded | 68fa77c31e209131cea752b2 | | RECAP | 89.4 | Not recorded | 68fa77c31e209131cea752b2 | | Random | 88 | Not recorded | 68fa77c31e209131cea752b2 | | DC-ViT | 75.8 | Not recorded | 68fa77c31e209131cea752b2 | | DeiT-Base | 71.2 | Not recorded | 68fa77c31e209131cea752b2 | | DC-ViT | 68.2 | Not recorded | 68fa77c31e209131cea752b2 | ### NuWa (FT) Accuracy (S1/10): 97. Result ID: 6a2a5424fbc373592c26a802. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"true"}. This record does not assert independent reproduction. ### DeiT-Base (FT) Accuracy (S1/10): 96.6. Result ID: 6a2a5424fbc373592c26a7fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"true","Backbone":"DeiT-Base"}. This record does not assert independent reproduction. ### RECAP Accuracy (S1/10): 96.6. Result ID: 6a2a5424fbc373592c26a7ff. [Reporting paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### X-Pruner Accuracy (S1/10): 96.2. Result ID: 6a2a5424fbc373592c26a7fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### NuWa Accuracy (S1/10): 96. Result ID: 6a2a5424fbc373592c26a801. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### Anchor Model Accuracy (S1/10): 95.8. Result ID: 6a2a5424fbc373592c26a7fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"false","Backbone":"DeiT-Base"}. This record does not assert independent reproduction. ### NuWa (FT) Accuracy (S1/10): 95.2. Result ID: 6a2a5424fbc373592c26a809. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"true"}. This record does not assert independent reproduction. ### Random Accuracy (S1/10): 94.8. Result ID: 6a2a5424fbc373592c26a7fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### MDP Accuracy (S1/10): 93.8. Result ID: 6a2a5424fbc373592c26a800. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### NuWa Accuracy (S1/10): 91.8. Result ID: 6a2a5424fbc373592c26a808. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### X-Pruner Accuracy (S1/10): 91.2. Result ID: 6a2a5424fbc373592c26a804. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### MDP Accuracy (S1/10): 90. Result ID: 6a2a5424fbc373592c26a807. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### RECAP Accuracy (S1/10): 89.4. Result ID: 6a2a5424fbc373592c26a806. [Reporting paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### Random Accuracy (S1/10): 88. Result ID: 6a2a5424fbc373592c26a803. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### DC-ViT Accuracy (S1/10): 75.8. Result ID: 6a2a5424fbc373592c26a7fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### DeiT-Base Accuracy (S1/10): 71.2. Result ID: 6a2a5424fbc373592c26a7f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"false","Backbone":"DeiT-Base"}. This record does not assert independent reproduction. ### DC-ViT Accuracy (S1/10): 68.2. Result ID: 6a2a5424fbc373592c26a805. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.