# Image Classification on CIFAR100 (test) (Accuracy and Statistical Significance) Source: [Image Classification on CIFAR100 (test) (Accuracy and Statistical Significance)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:45.101Z Evaluation of standard Image Classification performance on the CIFAR-100 test set, reporting classification accuracy along with statistical significance metrics (Delta and p-value). 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) | CIFAR100 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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](): Higher is better; unit: PERCENT. - [Delta (Significance)](): Higher is better; unit: SCALAR. - [P-Value](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | NAT | 79.9 | Not recorded | 6912c3122828b7cc6937dce2 | | HNT | 79.9 | Not recorded | 6912c3122828b7cc6937dce2 | | SWIN | 76.6 | Not recorded | 6912c3122828b7cc6937dce2 | | HWT | 76.4 | Not recorded | 6912c3122828b7cc6937dce2 | | Trad. KD | 73.34 | Not recorded | 694b738e53fdd5c361739a9e | | HPM-KD | 73.21 | Not recorded | 694b738e53fdd5c361739a9e | | Direct | 72.64 | Not recorded | 694b738e53fdd5c361739a9e | | Trad. KD | 62.46 | Not recorded | 694b738e53fdd5c361739a9e | | HPM-KD | 62.27 | Not recorded | 694b738e53fdd5c361739a9e | | Direct | 61.27 | Not recorded | 694b738e53fdd5c361739a9e | | Trad. KD | 59.08 | Not recorded | 694b738e53fdd5c361739a9e | | HPM-KD | 56.86 | Not recorded | 694b738e53fdd5c361739a9e | | Direct | 54.82 | Not recorded | 694b738e53fdd5c361739a9e | ### NAT Accuracy: 79.9. Result ID: 699a3c115698665ec4c28a06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Configuration":"D=\[2,6,4\], H=\[3,6,12\]","Window":"7x7"}. This record does not assert independent reproduction. ### HNT Accuracy: 79.9. Result ID: 699a3c115698665ec4c28a07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"D=\[2,6,4\], H=\[3,6,12\]","Window":"49"}. This record does not assert independent reproduction. ### SWIN Accuracy: 76.6. Result ID: 699a3c115698665ec4c28a04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Configuration":"D=\[2,6,4\], H=\[3,6,12\]","Window":"4x4"}. This record does not assert independent reproduction. ### HWT Accuracy: 76.4. Result ID: 699a3c115698665ec4c28a05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"D=\[2,6,4\], H=\[3,6,12\]","Window":"16"}. This record does not assert independent reproduction. ### Trad. KD Accuracy: 73.34. Result ID: 699954f55698665ec4bff8e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"5.0×","Student Architecture":"ResNet10","Teacher Architecture":"ResNet50"}. This record does not assert independent reproduction. ### HPM-KD Accuracy: 73.21. Result ID: 699954f55698665ec4bff8e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"5.0×","Student Architecture":"ResNet10","Teacher Architecture":"ResNet50"}. This record does not assert independent reproduction. ### Direct Accuracy: 72.64. Result ID: 699954f55698665ec4bff8e2. [Reporting paper]() Recorded evaluation configuration: {"Compression Ratio":"5.0×","Student Architecture":"ResNet10"}. This record does not assert independent reproduction. ### Trad. KD Accuracy: 62.46. Result ID: 699954f55698665ec4bff8e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"2.3×","Student Architecture":"ResNet18","Teacher Architecture":"ResNet50"}. This record does not assert independent reproduction. ### HPM-KD Accuracy: 62.27. Result ID: 699954f55698665ec4bff8e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"2.3×","Student Architecture":"ResNet18","Teacher Architecture":"ResNet50"}. This record does not assert independent reproduction. ### Direct Accuracy: 61.27. Result ID: 699954f55698665ec4bff8df. [Reporting paper]() Recorded evaluation configuration: {"Compression Ratio":"2.3×","Student Architecture":"ResNet18"}. This record does not assert independent reproduction. ### Trad. KD Accuracy: 59.08. Result ID: 699954f55698665ec4bff8e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"7.0×","Student Architecture":"MobileNetV2","Teacher Architecture":"ResNet50"}. This record does not assert independent reproduction. ### HPM-KD Accuracy: 56.86. Result ID: 699954f55698665ec4bff8e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"7.0×","Student Architecture":"MobileNetV2","Teacher Architecture":"ResNet50"}. This record does not assert independent reproduction. ### Direct Accuracy: 54.82. Result ID: 699954f55698665ec4bff8e5. [Reporting paper]() Recorded evaluation configuration: {"Compression Ratio":"7.0×","Student Architecture":"MobileNetV2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.