# Few-Shot Image Classification on Omniglot 5-Way Source: [Few-Shot Image Classification on Omniglot 5-Way]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:16.843Z Evaluation of few-shot image classification performance on the Omniglot 5-Way configuration, measured by accuracy. 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 | Few-Shot Image Classification | | Dataset (including any stated split) | Omniglot 5-Way | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Our GNN | 99.7 | Not recorded | 68fa64101e209131cea027d4 | | ConvNet with Memory | 99.6 | Not recorded | 68fa64101e209131cea027d4 | | N. Statistician | 99.5 | Not recorded | 68fa64101e209131cea027d4 | | Prototypical Networks | 99.3 | Not recorded | 68fa64101e209131cea027d4 | | Our GNN | 99.2 | Not recorded | 68fa64101e209131cea027d4 | | Matching Networks | 98.9 | Not recorded | 68fa64101e209131cea027d4 | | Meta Networks | 98.9 | Not recorded | 68fa64101e209131cea027d4 | | Siamese Net | 98.4 | Not recorded | 68fa64101e209131cea027d4 | | ConvNet with Memory | 98.4 | Not recorded | 68fa64101e209131cea027d4 | | Matching Networks | 98.1 | Not recorded | 68fa64101e209131cea027d4 | | N. Statistician | 98.1 | Not recorded | 68fa64101e209131cea027d4 | | Prototypical Networks | 97.4 | Not recorded | 68fa64101e209131cea027d4 | | Siamese Net | 97.3 | Not recorded | 68fa64101e209131cea027d4 | | Pixels | 63.2 | Not recorded | 68fa64101e209131cea027d4 | | Pixels | 41.7 | Not recorded | 68fa64101e209131cea027d4 | ### Our GNN Accuracy: 99.7. Result ID: 698c0b35f729bc7f68e7fab2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### ConvNet with Memory Accuracy: 99.6. Result ID: 698c0b35f729bc7f68e7faaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### N. Statistician Accuracy: 99.5. Result ID: 698c0b35f729bc7f68e7faab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Prototypical Networks Accuracy: 99.3. Result ID: 698c0b35f729bc7f68e7faad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Our GNN Accuracy: 99.2. Result ID: 698c0b35f729bc7f68e7fab1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Matching Networks Accuracy: 98.9. Result ID: 698c0b35f729bc7f68e7faa9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Meta Networks Accuracy: 98.9. Result ID: 698c0b35f729bc7f68e7fab0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Siamese Net Accuracy: 98.4. Result ID: 698c0b35f729bc7f68e7faa7. [Reporting paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### ConvNet with Memory Accuracy: 98.4. Result ID: 698c0b35f729bc7f68e7faae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Matching Networks Accuracy: 98.1. Result ID: 698c0b35f729bc7f68e7faa8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### N. Statistician Accuracy: 98.1. Result ID: 698c0b35f729bc7f68e7faaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Prototypical Networks Accuracy: 97.4. Result ID: 698c0b35f729bc7f68e7faac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Siamese Net Accuracy: 97.3. Result ID: 698c0b35f729bc7f68e7faa6. [Reporting paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Pixels Accuracy: 63.2. Result ID: 698c0b35f729bc7f68e7faa5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Pixels Accuracy: 41.7. Result ID: 698c0b35f729bc7f68e7faa4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.