# Generalized Few-Shot Learning on tiered-ImageNet Source: [Generalized Few-Shot Learning on tiered-ImageNet]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:57.891Z Evaluation of Generalized Few-Shot Learning performance on the tiered-ImageNet dataset, reporting accuracy across novel, base, and all classes. 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 | Generalized Few-Shot Learning | | Dataset (including any stated split) | tiered-ImageNet | | Metric | Novel Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Novel Accuracy](): Higher is better; unit: PERCENT. - [Base Accuracy](): Higher is better; unit: PERCENT. - [Overall Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Novel Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MVCN | 83.06 | Not recorded | 68fa6e201e209131cea3df69 | | MVCN | 79.59 | Not recorded | 68fa6e201e209131cea3df69 | | LCwoF | 79.2 | Not recorded | 68fa6e201e209131cea3df69 | | XtarNet | 78.36 | Not recorded | 68fa6e201e209131cea3df69 | | XtarNet | 74.49 | Not recorded | 68fa6e201e209131cea3df69 | | IW | 74.01 | Not recorded | 68fa6e201e209131cea3df69 | | DFSL | 73.97 | Not recorded | 68fa6e201e209131cea3df69 | | IW | 71.85 | Not recorded | 68fa6e201e209131cea3df69 | | AAN | 70.88 | Not recorded | 68fa6e201e209131cea3df69 | | LCwoF | 69.05 | Not recorded | 68fa6e201e209131cea3df69 | | DFSL | 67.94 | Not recorded | 68fa6e201e209131cea3df69 | | MVCN | 62.11 | Not recorded | 68fa6e201e209131cea3df69 | | XtarNet | 58.9 | Not recorded | 68fa6e201e209131cea3df69 | | AAN | 57.76 | Not recorded | 68fa6e201e209131cea3df69 | | LCwoF | 57.13 | Not recorded | 68fa6e201e209131cea3df69 | | AAN | 54.39 | Not recorded | 68fa6e201e209131cea3df69 | | DFSL | 47.32 | Not recorded | 68fa6e201e209131cea3df69 | | IW | 44.95 | Not recorded | 68fa6e201e209131cea3df69 | ### MVCN Novel Accuracy: 83.06. Result ID: 69900fca3a6c314849fddaab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"10-shot"}. This record does not assert independent reproduction. ### MVCN Novel Accuracy: 79.59. Result ID: 69900fca3a6c314849fddaaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### LCwoF Novel Accuracy: 79.2. Result ID: 69900fca3a6c314849fddaa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"10-shot"}. This record does not assert independent reproduction. ### XtarNet Novel Accuracy: 78.36. Result ID: 69900fca3a6c314849fddaa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"10-shot"}. This record does not assert independent reproduction. ### XtarNet Novel Accuracy: 74.49. Result ID: 69900fca3a6c314849fddaa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### IW Novel Accuracy: 74.01. Result ID: 69900fca3a6c314849fdda9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"10-shot"}. This record does not assert independent reproduction. ### DFSL Novel Accuracy: 73.97. Result ID: 69900fca3a6c314849fdda9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"10-shot"}. This record does not assert independent reproduction. ### IW Novel Accuracy: 71.85. Result ID: 69900fca3a6c314849fdda9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### AAN Novel Accuracy: 70.88. Result ID: 69900fca3a6c314849fddaa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"10-shot"}. This record does not assert independent reproduction. ### LCwoF Novel Accuracy: 69.05. Result ID: 69900fca3a6c314849fddaa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### DFSL Novel Accuracy: 67.94. Result ID: 69900fca3a6c314849fdda9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### MVCN Novel Accuracy: 62.11. Result ID: 69900fca3a6c314849fddaa9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### XtarNet Novel Accuracy: 58.9. Result ID: 69900fca3a6c314849fddaa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### AAN Novel Accuracy: 57.76. Result ID: 69900fca3a6c314849fddaa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot"}. This record does not assert independent reproduction. ### LCwoF Novel Accuracy: 57.13. Result ID: 69900fca3a6c314849fddaa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### AAN Novel Accuracy: 54.39. Result ID: 69900fca3a6c314849fddaa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### DFSL Novel Accuracy: 47.32. Result ID: 69900fca3a6c314849fdda9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot"}. This record does not assert independent reproduction. ### IW Novel Accuracy: 44.95. Result ID: 69900fca3a6c314849fdda9a. [Reporting paper]() [Method origin paper]() 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.