# Image Classification on ImageNet sub-tasks S4-S6 (25 classes) Source: [Image Classification on ImageNet sub-tasks S4-S6 (25 classes)]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:24:46.978Z Evaluation of Image Classification performance on specific subsets (S4, S5, S6) comprising 25 classes derived from ImageNet, reporting accuracy for each subset and the overall average. 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 S4-S6 (25 classes) | | Metric | Accuracy (S4/25) | | 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 (S4/25)](): Higher is better; unit: PERCENT. - [Accuracy (S5/25)](): Higher is better; unit: PERCENT. - [Accuracy (S6/25)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (S4/25) | Result date | Report paper | | --- | --- | --- | --- | | DeiT-Base (FT) | 96.4 | Not recorded | 68fa77c31e209131cea752b2 | | NuWa (FT) | 96.16 | Not recorded | 68fa77c31e209131cea752b2 | | X-Pruner | 95.44 | Not recorded | 68fa77c31e209131cea752b2 | | NuWa (FT) | 95.36 | Not recorded | 68fa77c31e209131cea752b2 | | RECAP | 95.04 | Not recorded | 68fa77c31e209131cea752b2 | | Anchor Model | 94.8 | Not recorded | 68fa77c31e209131cea752b2 | | Random | 94.48 | Not recorded | 68fa77c31e209131cea752b2 | | NuWa | 94.4 | Not recorded | 68fa77c31e209131cea752b2 | | MDP | 93.36 | Not recorded | 68fa77c31e209131cea752b2 | | X-Pruner | 91.58 | Not recorded | 68fa77c31e209131cea752b2 | | MDP | 90.88 | Not recorded | 68fa77c31e209131cea752b2 | | Random | 90.48 | Not recorded | 68fa77c31e209131cea752b2 | | NuWa | 89.84 | Not recorded | 68fa77c31e209131cea752b2 | | DC-ViT | 89.44 | Not recorded | 68fa77c31e209131cea752b2 | | RECAP | 88.88 | Not recorded | 68fa77c31e209131cea752b2 | | DeiT-Base | 79.92 | Not recorded | 68fa77c31e209131cea752b2 | | DC-ViT | 70.56 | Not recorded | 68fa77c31e209131cea752b2 | ### DeiT-Base (FT) Accuracy (S4/25): 96.4. Result ID: 6a2a5424fbc373592c26a80b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning":"true","Backbone":"DeiT-Base"}. This record does not assert independent reproduction. ### NuWa (FT) Accuracy (S4/25): 96.16. Result ID: 6a2a5424fbc373592c26a813. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"true"}. This record does not assert independent reproduction. ### X-Pruner Accuracy (S4/25): 95.44. Result ID: 6a2a5424fbc373592c26a80e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### NuWa (FT) Accuracy (S4/25): 95.36. Result ID: 6a2a5424fbc373592c26a81a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"true"}. This record does not assert independent reproduction. ### RECAP Accuracy (S4/25): 95.04. Result ID: 6a2a5424fbc373592c26a810. [Reporting paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### Anchor Model Accuracy (S4/25): 94.8. Result ID: 6a2a5424fbc373592c26a80c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"false","Backbone":"DeiT-Base"}. This record does not assert independent reproduction. ### Random Accuracy (S4/25): 94.48. Result ID: 6a2a5424fbc373592c26a80d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### NuWa Accuracy (S4/25): 94.4. Result ID: 6a2a5424fbc373592c26a812. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### MDP Accuracy (S4/25): 93.36. Result ID: 6a2a5424fbc373592c26a811. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### X-Pruner Accuracy (S4/25): 91.58. Result ID: 6a2a5424fbc373592c26a815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### MDP Accuracy (S4/25): 90.88. Result ID: 6a2a5424fbc373592c26a818. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### Random Accuracy (S4/25): 90.48. Result ID: 6a2a5424fbc373592c26a814. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### NuWa Accuracy (S4/25): 89.84. Result ID: 6a2a5424fbc373592c26a819. [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 (S4/25): 89.44. Result ID: 6a2a5424fbc373592c26a80f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Rate":"0.40","Fine-tuning":"false"}. This record does not assert independent reproduction. ### RECAP Accuracy (S4/25): 88.88. Result ID: 6a2a5424fbc373592c26a817. [Reporting paper]() Recorded evaluation configuration: {"Pruning Rate":"0.60","Fine-tuning":"false"}. This record does not assert independent reproduction. ### DeiT-Base Accuracy (S4/25): 79.92. Result ID: 6a2a5424fbc373592c26a80a. [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 (S4/25): 70.56. Result ID: 6a2a5424fbc373592c26a816. [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.