# Image Classification on CIFAR-100 (Accuracy and Efficiency Metrics) Source: [Image Classification on CIFAR-100 (Accuracy and Efficiency Metrics)]() Collection index: [llms.txt]() Data updated: 2026-03-04T17:28:46.085Z Evaluation of Image Classification performance on the CIFAR-100 dataset, reporting standard accuracy alongside system efficiency metrics such as total storage size and overhead reduction factor. 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) | CIFAR-100 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [Total storage (M)](): Lower is better; unit: SIZE. - [Overhead reduction factor](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Entire dataset | 56.2 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | DATM | 53.9 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | AutoPalette | 52.9 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | QuADD | 52.4 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | TM | 47.7 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | DATM | 47.3 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | QuADD | 46.2 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | AutoPalette | 45.6 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | DM | 43.6 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | FreD | 41.5 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | TM | 40.1 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | FreD | 34.9 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | Herding | 33.7 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | K-Center | 33.6 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | Random | 30 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | DM | 29.7 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | DATM | 27.1 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | QuADD | 26.9 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | AutoPalette | 25.8 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | DC | 25.2 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | TM | 24.3 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | K-Center | 20.7 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | Herding | 17.3 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | FreD | 15.7 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | Random | 14.6 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | DC | 12.8 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | DM | 11.4 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | K-Center | 8.6 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | Herding | 8.4 | Not recorded | 69a7bc712d603e6de3e3d3b6 | | Random | 4.2 | Not recorded | 69a7bc712d603e6de3e3d3b6 | ### Entire dataset Accuracy: 56.2. Result ID: 69a86bbe6dbb7075b9504752. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DATM Accuracy: 53.9. Result ID: 69a86bbe6dbb7075b9504758. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50"}. This record does not assert independent reproduction. ### AutoPalette Accuracy: 52.9. Result ID: 69a86bbe6dbb7075b950475a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50","quantization":"7-bit"}. This record does not assert independent reproduction. ### QuADD Accuracy: 52.4. Result ID: 69a86bbe6dbb7075b950475b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50","quantization":"9-bit"}. This record does not assert independent reproduction. ### TM Accuracy: 47.7. Result ID: 69a86bbe6dbb7075b9504757. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50"}. This record does not assert independent reproduction. ### DATM Accuracy: 47.3. Result ID: 69a86bbe6dbb7075b950474e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10"}. This record does not assert independent reproduction. ### QuADD Accuracy: 46.2. Result ID: 69a86bbe6dbb7075b9504751. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10","quantization":"9-bit"}. This record does not assert independent reproduction. ### AutoPalette Accuracy: 45.6. Result ID: 69a86bbe6dbb7075b9504750. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10","quantization":"7-bit"}. This record does not assert independent reproduction. ### DM Accuracy: 43.6. Result ID: 69a86bbe6dbb7075b9504756. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50"}. This record does not assert independent reproduction. ### FreD Accuracy: 41.5. Result ID: 69a86bbe6dbb7075b9504759. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50"}. This record does not assert independent reproduction. ### TM Accuracy: 40.1. Result ID: 69a86bbe6dbb7075b950474d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10"}. This record does not assert independent reproduction. ### FreD Accuracy: 34.9. Result ID: 69a86bbe6dbb7075b950474f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10"}. This record does not assert independent reproduction. ### Herding Accuracy: 33.7. Result ID: 69a86bbe6dbb7075b9504754. [Reporting paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50"}. This record does not assert independent reproduction. ### K-Center Accuracy: 33.6. Result ID: 69a86bbe6dbb7075b9504755. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50"}. This record does not assert independent reproduction. ### Random Accuracy: 30. Result ID: 69a86bbe6dbb7075b9504753. [Reporting paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"50"}. This record does not assert independent reproduction. ### DM Accuracy: 29.7. Result ID: 69a86bbe6dbb7075b950474b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10"}. This record does not assert independent reproduction. ### DATM Accuracy: 27.1. Result ID: 69a86bbe6dbb7075b9504744. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1"}. This record does not assert independent reproduction. ### QuADD Accuracy: 26.9. Result ID: 69a86bbe6dbb7075b9504747. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1","quantization":"9-bit"}. This record does not assert independent reproduction. ### AutoPalette Accuracy: 25.8. Result ID: 69a86bbe6dbb7075b9504746. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1","quantization":"7-bit"}. This record does not assert independent reproduction. ### DC Accuracy: 25.2. Result ID: 69a86bbe6dbb7075b950474c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10"}. This record does not assert independent reproduction. ### TM Accuracy: 24.3. Result ID: 69a86bbe6dbb7075b9504743. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1"}. This record does not assert independent reproduction. ### K-Center Accuracy: 20.7. Result ID: 69a86bbe6dbb7075b950474a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10"}. This record does not assert independent reproduction. ### Herding Accuracy: 17.3. Result ID: 69a86bbe6dbb7075b9504749. [Reporting paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10"}. This record does not assert independent reproduction. ### FreD Accuracy: 15.7. Result ID: 69a86bbe6dbb7075b9504745. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1"}. This record does not assert independent reproduction. ### Random Accuracy: 14.6. Result ID: 69a86bbe6dbb7075b9504748. [Reporting paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"10"}. This record does not assert independent reproduction. ### DC Accuracy: 12.8. Result ID: 69a86bbe6dbb7075b9504742. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1"}. This record does not assert independent reproduction. ### DM Accuracy: 11.4. Result ID: 69a86bbe6dbb7075b9504741. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1"}. This record does not assert independent reproduction. ### K-Center Accuracy: 8.6. Result ID: 69a86bbe6dbb7075b9504740. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1"}. This record does not assert independent reproduction. ### Herding Accuracy: 8.4. Result ID: 69a86bbe6dbb7075b950473f. [Reporting paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1"}. This record does not assert independent reproduction. ### Random Accuracy: 4.2. Result ID: 69a86bbe6dbb7075b950473e. [Reporting paper]() Recorded evaluation configuration: {"IPC (Images Per Class)":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.