# Glyph Retrieval on Omniglot and Unicode 1-shot Source: [Glyph Retrieval on Omniglot and Unicode 1-shot]() Collection index: [llms.txt]() Data updated: 2026-03-09T08:12:43.121Z Evaluation of Glyph Retrieval performance using the combined Omniglot and Unicode 1-shot dataset, measured using N-way K-shot retrieval metrics (e.g., Recall@K). 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 | Glyph Retrieval | | Dataset (including any stated split) | Omniglot and Unicode 1-shot | | Metric | Recall@1 (N=20) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Recall@1 (N=20)](): Higher is better; unit: PERCENT. - [Recall@5 (N=20)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 (N=20) | Result date | Report paper | | --- | --- | --- | --- | | Barlow Twins | 94.25 | Not recorded | 69ae53e32d603e6de3e4290e | | Barlow Twins | 93.75 | Not recorded | 69ae53e32d603e6de3e4290e | | Barlow Twins | 93.75 | Not recorded | 69ae53e32d603e6de3e4290e | | Barlow Twins | 93 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Target) | 93 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Student) | 93 | Not recorded | 69ae53e32d603e6de3e4290e | | BYOL | 89.25 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Target) | 88 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Student) | 88 | Not recorded | 69ae53e32d603e6de3e4290e | | BYOL | 87.5 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon | 86.75 | Not recorded | 69ae53e32d603e6de3e4290e | | BYOL | 86.25 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon | 86.25 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon | 85.5 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Target) | 85 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Student) | 85 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Student) | 84.25 | Not recorded | 69ae53e32d603e6de3e4290e | | Barlow Twins | 77.75 | Not recorded | 69ae53e32d603e6de3e4290e | | BYOL | 75 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon | 73 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Target) | 70.75 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon | 64 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Student) | 63.5 | Not recorded | 69ae53e32d603e6de3e4290e | | SupCon→EMA (Target) | 63.25 | Not recorded | 69ae53e32d603e6de3e4290e | | DINOv2-ViT-S 14 (Fine-tuned) | 61 | Not recorded | 69ae53e32d603e6de3e4290e | | DINOv2-ViT-S 14 (Frozen) | 43.75 | Not recorded | 69ae53e32d603e6de3e4290e | | BYOL | 43.5 | Not recorded | 69ae53e32d603e6de3e4290e | ### Barlow Twins Recall@1 (N=20): 94.25. Result ID: 69ae80e76dbb7075b95686e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Siamese CNN","Params":"8.7M","Teacher Type":"-"}. This record does not assert independent reproduction. ### Barlow Twins Recall@1 (N=20): 93.75. Result ID: 69ae80e76dbb7075b95686e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Params":"11.7M","Teacher Type":"-"}. This record does not assert independent reproduction. ### Barlow Twins Recall@1 (N=20): 93.75. Result ID: 69ae80e76dbb7075b95686f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Params":"25.6M","Teacher Type":"-"}. This record does not assert independent reproduction. ### Barlow Twins Recall@1 (N=20): 93. Result ID: 69ae80e76dbb7075b95686ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34","Params":"21.8M","Teacher Type":"-"}. This record does not assert independent reproduction. ### SupCon→EMA (Target) Recall@1 (N=20): 93. Result ID: 69ae80e76dbb7075b95686f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Params":"25.6M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### SupCon→EMA (Student) Recall@1 (N=20): 93. Result ID: 69ae80e76dbb7075b95686f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Params":"25.6M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### BYOL Recall@1 (N=20): 89.25. Result ID: 69ae80e76dbb7075b95686e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Params":"11.7M","Teacher Type":"EMA"}. This record does not assert independent reproduction. ### SupCon→EMA (Target) Recall@1 (N=20): 88. Result ID: 69ae80e76dbb7075b95686e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Simple CNN","Params":"2.3M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### SupCon→EMA (Student) Recall@1 (N=20): 88. Result ID: 69ae80e76dbb7075b95686e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Simple CNN","Params":"2.3M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### BYOL Recall@1 (N=20): 87.5. Result ID: 69ae80e76dbb7075b95686f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Params":"25.6M","Teacher Type":"EMA"}. This record does not assert independent reproduction. ### SupCon Recall@1 (N=20): 86.75. Result ID: 69ae80e76dbb7075b95686e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Siamese CNN","Params":"8.7M","Teacher Type":"-"}. This record does not assert independent reproduction. ### BYOL Recall@1 (N=20): 86.25. Result ID: 69ae80e76dbb7075b95686ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34","Params":"21.8M","Teacher Type":"EMA"}. This record does not assert independent reproduction. ### SupCon Recall@1 (N=20): 86.25. Result ID: 69ae80e76dbb7075b95686f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Params":"25.6M","Teacher Type":"-"}. This record does not assert independent reproduction. ### SupCon Recall@1 (N=20): 85.5. Result ID: 69ae80e76dbb7075b95686dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Simple CNN","Params":"2.3M","Teacher Type":"-"}. This record does not assert independent reproduction. ### SupCon→EMA (Target) Recall@1 (N=20): 85. Result ID: 69ae80e76dbb7075b95686e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Siamese CNN","Params":"8.7M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### SupCon→EMA (Student) Recall@1 (N=20): 85. Result ID: 69ae80e76dbb7075b95686e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Siamese CNN","Params":"8.7M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### SupCon→EMA (Student) Recall@1 (N=20): 84.25. Result ID: 69ae80e76dbb7075b95686f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34","Params":"21.8M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### Barlow Twins Recall@1 (N=20): 77.75. Result ID: 69ae80e76dbb7075b95686df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Simple CNN","Params":"2.3M","Teacher Type":"-"}. This record does not assert independent reproduction. ### BYOL Recall@1 (N=20): 75. Result ID: 69ae80e76dbb7075b95686e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Siamese CNN","Params":"8.7M","Teacher Type":"EMA"}. This record does not assert independent reproduction. ### SupCon Recall@1 (N=20): 73. Result ID: 69ae80e76dbb7075b95686ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34","Params":"21.8M","Teacher Type":"-"}. This record does not assert independent reproduction. ### SupCon→EMA (Target) Recall@1 (N=20): 70.75. Result ID: 69ae80e76dbb7075b95686ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34","Params":"21.8M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### SupCon Recall@1 (N=20): 64. Result ID: 69ae80e76dbb7075b95686e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Params":"11.7M","Teacher Type":"-"}. This record does not assert independent reproduction. ### SupCon→EMA (Student) Recall@1 (N=20): 63.5. Result ID: 69ae80e76dbb7075b95686eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Params":"11.7M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### SupCon→EMA (Target) Recall@1 (N=20): 63.25. Result ID: 69ae80e76dbb7075b95686ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Params":"11.7M","Teacher Type":"SupCon→EMA"}. This record does not assert independent reproduction. ### DINOv2-ViT-S 14 (Fine-tuned) Recall@1 (N=20): 61. Result ID: 69ae80e76dbb7075b95686f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S 14","Params":"22M","Teacher Type":"-"}. This record does not assert independent reproduction. ### DINOv2-ViT-S 14 (Frozen) Recall@1 (N=20): 43.75. Result ID: 69ae80e76dbb7075b95686f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S 14","Params":"22M","Teacher Type":"-"}. This record does not assert independent reproduction. ### BYOL Recall@1 (N=20): 43.5. Result ID: 69ae80e76dbb7075b95686de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Simple CNN","Params":"2.3M","Teacher Type":"EMA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.