# Image Classification on Fashion-MNIST 4x2000 (test) Source: [Image Classification on Fashion-MNIST 4x2000 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-16T06:43:00.100Z Evaluation of Image Classification performance on the specific 4x2000 subset of the Fashion-MNIST test set, reporting standard accuracy and performance change. 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) | Fashion-MNIST 4x2000 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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. - [Accuracy Change](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Entmax-1.5 energy (GELU) | 87.12 | Not recorded | 69e06ce37d0172140ec7c880 | | Entmax-1.25 energy (GELU) | 86.77 | Not recorded | 69e06ce37d0172140ec7c880 | | Entmax-1.5 energy (GELU) | 85.08 | Not recorded | 69e06ce37d0172140ec7c880 | | Contrast top-k (GELU) | 83.59 | Not recorded | 69e06ce37d0172140ec7c880 | | LayerNorm-top-k (GELU) | 83.28 | Not recorded | 69e06ce37d0172140ec7c880 | | SoS (GELU) | 82.38 | Not recorded | 69e06ce37d0172140ec7c880 | | Top-k (Swish) | 79.03 | Not recorded | 69e06ce37d0172140ec7c880 | | Contrast top-k (GELU) | 70.49 | Not recorded | 69e06ce37d0172140ec7c880 | | Softmax-energy-margin | 68.72 | Not recorded | 69e06ce37d0172140ec7c880 | | SoS (GELU) | 61.43 | Not recorded | 69e06ce37d0172140ec7c880 | | SoS (ReLU) | 56.41 | Not recorded | 69e06ce37d0172140ec7c880 | ### Entmax-1.5 energy (GELU) Accuracy: 87.12. Result ID: 69e0830847f34ce924c920a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"FFCL","Goodness function":"Entmax-1.5 energy (GELU)"}. This record does not assert independent reproduction. ### Entmax-1.25 energy (GELU) Accuracy: 86.77. Result ID: 69e0830847f34ce924c920a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"FFCL","Goodness function":"Entmax-1.25 energy (GELU)"}. This record does not assert independent reproduction. ### Entmax-1.5 energy (GELU) Accuracy: 85.08. Result ID: 69e0830847f34ce924c920a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"Std","Goodness function":"Entmax-1.5 energy (GELU)"}. This record does not assert independent reproduction. ### Contrast top-k (GELU) Accuracy: 83.59. Result ID: 69e0830847f34ce924c920a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"FFCL","Goodness function":"Contrast top-k (GELU)"}. This record does not assert independent reproduction. ### LayerNorm-top-k (GELU) Accuracy: 83.28. Result ID: 69e0830847f34ce924c920a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"Std","Goodness function":"LayerNorm-top-k (GELU)"}. This record does not assert independent reproduction. ### SoS (GELU) Accuracy: 82.38. Result ID: 69e0830847f34ce924c920a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"FFCL","Goodness function":"SoS (GELU)"}. This record does not assert independent reproduction. ### Top-k (Swish) Accuracy: 79.03. Result ID: 69e0830847f34ce924c920a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"Std","Goodness function":"Top-k (Swish)"}. This record does not assert independent reproduction. ### Contrast top-k (GELU) Accuracy: 70.49. Result ID: 69e0830847f34ce924c920a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"Std","Goodness function":"Contrast top-k (GELU)"}. This record does not assert independent reproduction. ### Softmax-energy-margin Accuracy: 68.72. Result ID: 69e0830847f34ce924c920a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"Std","Goodness function":"Softmax-energy-margin"}. This record does not assert independent reproduction. ### SoS (GELU) Accuracy: 61.43. Result ID: 69e0830847f34ce924c9209f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"Std","Goodness function":"SoS (GELU)"}. This record does not assert independent reproduction. ### SoS (ReLU) Accuracy: 56.41. Result ID: 69e0830847f34ce924c9209e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label pathway":"Std","Goodness function":"SoS (ReLU)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.