# Classification on Image Segmentation UCI ML repository (test) Source: [Classification on Image Segmentation UCI ML repository (test)]() Collection index: [llms.txt]() Data updated: 2026-04-30T08:02:48.949Z Evaluation of Classification performance on the test split of the Image Segmentation UCI ML repository dataset, measured by Misclassification error (%). 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 | Classification | | Dataset (including any stated split) | Image Segmentation UCI ML repository (test) | | Metric | Misclassification Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 36 of 36 | | 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 - [Misclassification Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Misclassification Error | Result date | Report paper | | --- | --- | --- | --- | | Max-margin graph cuts (GC) | 3.28 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 3.3 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 3.6 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 3.65 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 3.73 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 3.84 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 4.49 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 4.73 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 4.81 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 5.31 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 5.43 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 5.87 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 6.26 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 6.64 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 7.17 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 7.34 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 7.69 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 7.73 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 7.83 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 8.32 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 8.54 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 8.79 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 8.93 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 9.06 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 9.51 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 10.27 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 10.87 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 11.6 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 11.81 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 12.02 | Not recorded | 69f2e21155a3c32af89fc672 | | Manifold regularization (MR) | 13.07 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 14.02 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 14.02 | Not recorded | 69f2e21155a3c32af89fc672 | | Max-margin graph cuts (GC) | 14.1 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 14.28 | Not recorded | 69f2e21155a3c32af89fc672 | | SVM | 23.3 | Not recorded | 69f2e21155a3c32af89fc672 | ### Max-margin graph cuts (GC) Misclassification Error: 3.28. Result ID: 69f30bae47f34ce924d943ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 3.3. Result ID: 69f30bae47f34ce924d943a9. [Reporting paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 3.6. Result ID: 69f30bae47f34ce924d943b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 3.65. Result ID: 69f30bae47f34ce924d943b5. [Reporting paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 3.73. Result ID: 69f30bae47f34ce924d943c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 3.84. Result ID: 69f30bae47f34ce924d943c1. [Reporting paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 4.49. Result ID: 69f30bae47f34ce924d943a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 4.73. Result ID: 69f30bae47f34ce924d943a6. [Reporting paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 4.81. Result ID: 69f30bae47f34ce924d943c2. [Reporting paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 5.31. Result ID: 69f30bae47f34ce924d943c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 5.43. Result ID: 69f30bae47f34ce924d943bf. [Reporting paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 5.87. Result ID: 69f30bae47f34ce924d943be. [Reporting paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 6.26. Result ID: 69f30bae47f34ce924d943aa. [Reporting paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 6.64. Result ID: 69f30bae47f34ce924d943b6. [Reporting paper]() Recorded evaluation configuration: {"L":"10%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 7.17. Result ID: 69f30bae47f34ce924d943b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 7.34. Result ID: 69f30bae47f34ce924d943bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 7.69. Result ID: 69f30bae47f34ce924d943a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 7.73. Result ID: 69f30bae47f34ce924d943b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 7.83. Result ID: 69f30bae47f34ce924d943a7. [Reporting paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 8.32. Result ID: 69f30bae47f34ce924d943b2. [Reporting paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 8.54. Result ID: 69f30bae47f34ce924d943a3. [Reporting paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 8.79. Result ID: 69f30bae47f34ce924d943b3. [Reporting paper]() Recorded evaluation configuration: {"L":"5%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 8.93. Result ID: 69f30bae47f34ce924d943bc. [Reporting paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 9.06. Result ID: 69f30bae47f34ce924d943bb. [Reporting paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 9.51. Result ID: 69f30bae47f34ce924d943ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 10.27. Result ID: 69f30bae47f34ce924d943a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 10.87. Result ID: 69f30bae47f34ce924d943a4. [Reporting paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 11.6. Result ID: 69f30bae47f34ce924d943b9. [Reporting paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 11.81. Result ID: 69f30bae47f34ce924d943a1. [Reporting paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 12.02. Result ID: 69f30bae47f34ce924d943ad. [Reporting paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### Manifold regularization (MR) Misclassification Error: 13.07. Result ID: 69f30bae47f34ce924d943b0. [Reporting paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 14.02. Result ID: 69f30bae47f34ce924d943a0. [Reporting paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"Linear kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 14.02. Result ID: 69f30bae47f34ce924d943b8. [Reporting paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"RBF kernel"}. This record does not assert independent reproduction. ### Max-margin graph cuts (GC) Misclassification Error: 14.1. Result ID: 69f30bae47f34ce924d943ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 14.28. Result ID: 69f30bae47f34ce924d943af. [Reporting paper]() Recorded evaluation configuration: {"L":"2%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. ### SVM Misclassification Error: 23.3. Result ID: 69f30bae47f34ce924d943ac. [Reporting paper]() Recorded evaluation configuration: {"L":"1%","Kernel":"Cubic kernel"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.