# Image Classification on ALL-IDB2 Source: [Image Classification on ALL-IDB2]() Collection index: [llms.txt]() Data updated: 2026-05-14T07:35:15.508Z Evaluation of Image Classification performance on the ALL-IDB2 dataset, reporting Accuracy and Matthews Correlation Coefficient (MCC). 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) | ALL-IDB2 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [MCC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Bayesian CNN + Augmentation | 98.65 | Not recorded | 6a0556e7dbc836b87d828ade | | PRISM (ET+SVM+LogReg) | 98.46 | Not recorded | 6a0556e7dbc836b87d828ade | | CNN (ResNet + GA) | 98.46 | Not recorded | 6a0556e7dbc836b87d828ade | | Hybrid CNN Ensemble (MobileNet + ShuffleNet) | 98.46 | Not recorded | 6a0556e7dbc836b87d828ade | | PRISM | 98.46 | Not recorded | 6a0556e7dbc836b87d828ade | | EfficientNet-B0 | 98.08 | Not recorded | 6a0556e7dbc836b87d828ade | | DenseNet-121 | 97.69 | Not recorded | 6a0556e7dbc836b87d828ade | | VGG16 | 97.69 | Not recorded | 6a0556e7dbc836b87d828ade | | Handcrafted (SIFT+SURF) | 97.22 | Not recorded | 6a0556e7dbc836b87d828ade | | CNN (MobileNet + ResNet) | 97.18 | Not recorded | 6a0556e7dbc836b87d828ade | | ResNet-18 | 96.54 | Not recorded | 6a0556e7dbc836b87d828ade | | CNN (VGG + SESSA) | 96.11 | Not recorded | 6a0556e7dbc836b87d828ade | | Handcrafted (KNN) | 95.67 | Not recorded | 6a0556e7dbc836b87d828ade | | Swin Transformer (Swin-T) | 91.92 | Not recorded | 6a0556e7dbc836b87d828ade | | Handcrafted (EOF+MLP) | 91.8 | Not recorded | 6a0556e7dbc836b87d828ade | | Hybrid CNN (ResNet + GA) | 85 | Not recorded | 6a0556e7dbc836b87d828ade | ### Bayesian CNN + Augmentation Accuracy: 98.65. Result ID: 6a057ab947f34ce924ec2203. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Bayesian CNN + Augmentation"}. This record does not assert independent reproduction. ### PRISM (ET+SVM+LogReg) Accuracy: 98.46. Result ID: 6a057ab947f34ce924ec21fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Computational Paradigm":"Multiscale Zonal Extraction + Stacking"}. This record does not assert independent reproduction. ### CNN (ResNet + GA) Accuracy: 98.46. Result ID: 6a057ab947f34ce924ec2201. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"CNN (ResNet + GA)"}. This record does not assert independent reproduction. ### Hybrid CNN Ensemble (MobileNet + ShuffleNet) Accuracy: 98.46. Result ID: 6a057ab947f34ce924ec2202. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Hybrid CNN Ensemble (MobileNet + ShuffleNet)"}. This record does not assert independent reproduction. ### PRISM Accuracy: 98.46. Result ID: 6a057ab947f34ce924ec2204. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"Zonal Stacking Ensemble"}. This record does not assert independent reproduction. ### EfficientNet-B0 Accuracy: 98.08. Result ID: 6a057ab947f34ce924ec21f9. [Reporting paper]() Recorded evaluation configuration: {"Computational Paradigm":"CNN"}. This record does not assert independent reproduction. ### DenseNet-121 Accuracy: 97.69. Result ID: 6a057ab947f34ce924ec21f7. [Reporting paper]() Recorded evaluation configuration: {"Computational Paradigm":"CNN"}. This record does not assert independent reproduction. ### VGG16 Accuracy: 97.69. Result ID: 6a057ab947f34ce924ec21f8. [Reporting paper]() Recorded evaluation configuration: {"Computational Paradigm":"CNN"}. This record does not assert independent reproduction. ### Handcrafted (SIFT+SURF) Accuracy: 97.22. Result ID: 6a057ab947f34ce924ec21fd. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Handcrafted (SIFT+SURF)"}. This record does not assert independent reproduction. ### CNN (MobileNet + ResNet) Accuracy: 97.18. Result ID: 6a057ab947f34ce924ec2200. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"CNN (MobileNet + ResNet)"}. This record does not assert independent reproduction. ### ResNet-18 Accuracy: 96.54. Result ID: 6a057ab947f34ce924ec21f6. [Reporting paper]() Recorded evaluation configuration: {"Computational Paradigm":"CNN"}. This record does not assert independent reproduction. ### CNN (VGG + SESSA) Accuracy: 96.11. Result ID: 6a057ab947f34ce924ec21ff. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"CNN (VGG + SESSA)"}. This record does not assert independent reproduction. ### Handcrafted (KNN) Accuracy: 95.67. Result ID: 6a057ab947f34ce924ec21fe. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Handcrafted (KNN)"}. This record does not assert independent reproduction. ### Swin Transformer (Swin-T) Accuracy: 91.92. Result ID: 6a057ab947f34ce924ec21f5. [Reporting paper]() Recorded evaluation configuration: {"Computational Paradigm":"Vision Transformer (Self-Attention)"}. This record does not assert independent reproduction. ### Handcrafted (EOF+MLP) Accuracy: 91.8. Result ID: 6a057ab947f34ce924ec21fc. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Handcrafted (EOF+MLP)"}. This record does not assert independent reproduction. ### Hybrid CNN (ResNet + GA) Accuracy: 85. Result ID: 6a057ab947f34ce924ec21fb. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Hybrid CNN (ResNet + GA)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.