# Image Clustering on CIFAR-10 (full) Source: [Image Clustering on CIFAR-10 (full)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:38.019Z Evaluation of image clustering performance on the full CIFAR-10 dataset, measured using Accuracy (ACC), Normalized Mutual Information (NMI), and Adjusted Rand Index (ARI). 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 Clustering | | Dataset (including any stated split) | CIFAR-10 (full) | | Metric | Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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: SCALAR. - [NMI](): Higher is better; unit: SCALAR. - [ARI](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SPICE | 0.926 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | SPICEs | 0.838 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | IDFD | 0.815 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | CC | 0.79 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | SENet | 0.765 | Not recorded | 68fa6afd1e209131cea2b8f4 | | PICA | 0.696 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | ESC | 0.653 | Not recorded | 68fa6afd1e209131cea2b8f4 | | DCCM | 0.623 | Not recorded | 68fa6afd1e209131cea2b8f4 | | DCCM | 0.623 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | IIC | 0.617 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | EnSC | 0.613 | Not recorded | 68fa6afd1e209131cea2b8f4 | | GATCluster | 0.61 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | k-means | 0.525 | Not recorded | 68fa6afd1e209131cea2b8f4 | | DDC | 0.524 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | DAC | 0.522 | Not recorded | 68fa6afd1e209131cea2b8f4 | | DAC | 0.522 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | DSEC | 0.478 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | Spectral | 0.455 | Not recorded | 68fa6afd1e209131cea2b8f4 | | DeepCluster | 0.374 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | SSC-OMP | 0.326 | Not recorded | 68fa6afd1e209131cea2b8f4 | | DCGAN | 0.315 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | AE | 0.314 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | DEC | 0.301 | Not recorded | 68fa6afd1e209131cea2b8f4 | | DEC | 0.301 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | SDAE | 0.297 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | VAE | 0.291 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | DeCNN | 0.282 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | JULE | 0.272 | Not recorded | 68fa6afd1e209131cea2b8f4 | | JULE | 0.272 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | SC | 0.247 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | k-means | 0.229 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | AC | 0.228 | Not recorded | 68fa6dfa1e209131cea3d1f3 | | NMF | 0.19 | Not recorded | 68fa6dfa1e209131cea3d1f3 | ### SPICE Accuracy: 0.926. Result ID: 698ffd583a6c314849fd4b3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"WideResNet-28-2","joint training":true}. This record does not assert independent reproduction. ### SPICEs Accuracy: 0.838. Result ID: 698ffd583a6c314849fd4b39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"WideResNet-28-2","joint training":false}. This record does not assert independent reproduction. ### IDFD Accuracy: 0.815. Result ID: 698ffd583a6c314849fd4b38. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CC Accuracy: 0.79. Result ID: 698ffd583a6c314849fd4b37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"WideResNet-28-2"}. This record does not assert independent reproduction. ### SENet Accuracy: 0.765. Result ID: 698e4a29ffc3901de09c5c37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PICA Accuracy: 0.696. Result ID: 698ffd583a6c314849fd4b36. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ESC Accuracy: 0.653. Result ID: 698e4a29ffc3901de09c5c36. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCCM Accuracy: 0.623. Result ID: 698e4a29ffc3901de09c5c33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCCM Accuracy: 0.623. Result ID: 698ffd583a6c314849fd4b33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IIC Accuracy: 0.617. Result ID: 698ffd583a6c314849fd4b32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"WideResNet-28-2"}. This record does not assert independent reproduction. ### EnSC Accuracy: 0.613. Result ID: 698e4a29ffc3901de09c5c35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GATCluster Accuracy: 0.61. Result ID: 698ffd583a6c314849fd4b35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### k-means Accuracy: 0.525. Result ID: 698e4a29ffc3901de09c5c2e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDC Accuracy: 0.524. Result ID: 698ffd583a6c314849fd4b31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAC Accuracy: 0.522. Result ID: 698e4a29ffc3901de09c5c32. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAC Accuracy: 0.522. Result ID: 698ffd583a6c314849fd4b2f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSEC Accuracy: 0.478. Result ID: 698ffd583a6c314849fd4b34. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Spectral Accuracy: 0.455. Result ID: 698e4a29ffc3901de09c5c2f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepCluster Accuracy: 0.374. Result ID: 698ffd583a6c314849fd4b30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSC-OMP Accuracy: 0.326. Result ID: 698e4a29ffc3901de09c5c34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCGAN Accuracy: 0.315. Result ID: 698ffd583a6c314849fd4b2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Accuracy: 0.314. Result ID: 698ffd583a6c314849fd4b28. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DEC Accuracy: 0.301. Result ID: 698e4a29ffc3901de09c5c31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DEC Accuracy: 0.301. Result ID: 698ffd583a6c314849fd4b2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SDAE Accuracy: 0.297. Result ID: 698ffd583a6c314849fd4b29. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VAE Accuracy: 0.291. Result ID: 698ffd583a6c314849fd4b2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeCNN Accuracy: 0.282. Result ID: 698ffd583a6c314849fd4b2b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JULE Accuracy: 0.272. Result ID: 698e4a29ffc3901de09c5c30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JULE Accuracy: 0.272. Result ID: 698ffd583a6c314849fd4b2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SC Accuracy: 0.247. Result ID: 698ffd583a6c314849fd4b25. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### k-means Accuracy: 0.229. Result ID: 698ffd583a6c314849fd4b24. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AC Accuracy: 0.228. Result ID: 698ffd583a6c314849fd4b26. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NMF Accuracy: 0.19. Result ID: 698ffd583a6c314849fd4b27. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.