# Few-Shot Image Classification on Omniglot 20-Way Source: [Few-Shot Image Classification on Omniglot 20-Way]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:16.865Z Evaluation of few-shot image classification performance on the Omniglot 20-Way configuration, reporting 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 20-Way | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Our GNN | 99 | Not recorded | 68fa64101e209131cea027d4 | | Prototypical Networks | 98.8 | Not recorded | 68fa64101e209131cea027d4 | | ConvNet with Memory | 98.6 | Not recorded | 68fa64101e209131cea027d4 | | Matching Networks | 98.5 | Not recorded | 68fa64101e209131cea027d4 | | N. Statistician | 98.1 | Not recorded | 68fa64101e209131cea027d4 | | Our GNN | 97.4 | Not recorded | 68fa64101e209131cea027d4 | | Siamese Net | 97 | Not recorded | 68fa64101e209131cea027d4 | | Meta Networks | 97 | Not recorded | 68fa64101e209131cea027d4 | | Prototypical Networks | 95.4 | Not recorded | 68fa64101e209131cea027d4 | | ConvNet with Memory | 95 | Not recorded | 68fa64101e209131cea027d4 | | Res. Pair-Wise | 94.8 | Not recorded | 68fa64101e209131cea027d4 | | Matching Networks | 93.8 | Not recorded | 68fa64101e209131cea027d4 | | N. Statistician | 93.2 | Not recorded | 68fa64101e209131cea027d4 | | Siamese Net | 88.2 | Not recorded | 68fa64101e209131cea027d4 | | Pixels | 42.6 | Not recorded | 68fa64101e209131cea027d4 | | Pixels | 26.7 | Not recorded | 68fa64101e209131cea027d4 | ### Our GNN Accuracy: 99. Result ID: 698c0b35f729bc7f68e7fac2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Prototypical Networks Accuracy: 98.8. Result ID: 698c0b35f729bc7f68e7fabd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### ConvNet with Memory Accuracy: 98.6. Result ID: 698c0b35f729bc7f68e7fabf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Matching Networks Accuracy: 98.5. Result ID: 698c0b35f729bc7f68e7fab8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### N. Statistician Accuracy: 98.1. Result ID: 698c0b35f729bc7f68e7faba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Our GNN Accuracy: 97.4. Result ID: 698c0b35f729bc7f68e7fac1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Siamese Net Accuracy: 97. Result ID: 698c0b35f729bc7f68e7fab6. [Reporting paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Meta Networks Accuracy: 97. Result ID: 698c0b35f729bc7f68e7fac0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Prototypical Networks Accuracy: 95.4. Result ID: 698c0b35f729bc7f68e7fabc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### ConvNet with Memory Accuracy: 95. Result ID: 698c0b35f729bc7f68e7fabe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Res. Pair-Wise Accuracy: 94.8. Result ID: 698c0b35f729bc7f68e7fabb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Matching Networks Accuracy: 93.8. Result ID: 698c0b35f729bc7f68e7fab7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### N. Statistician Accuracy: 93.2. Result ID: 698c0b35f729bc7f68e7fab9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Siamese Net Accuracy: 88.2. Result ID: 698c0b35f729bc7f68e7fab5. [Reporting paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### Pixels Accuracy: 42.6. Result ID: 698c0b35f729bc7f68e7fab4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### Pixels Accuracy: 26.7. Result ID: 698c0b35f729bc7f68e7fab3. [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.