# Generalized Few-Shot Learning on ImageNet base and novel classes 1K Source: [Generalized Few-Shot Learning on ImageNet base and novel classes 1K]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:23.305Z Evaluation of Generalized Few-Shot Learning performance on the combined base and novel classes subset of ImageNet 1K, typically measured using Top-5 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 | Generalized Few-Shot Learning | | Dataset (including any stated split) | ImageNet base and novel classes 1K | | Metric | Top-5 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-5 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | APN(w2v)+f-VAEGAN-D2 | 84.3 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2 | 83.2 | Not recorded | 68fa6c281e209131cea326a1 | | APN(w2v)+f-VAEGAN-D2 | 82.5 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2 | 81.5 | Not recorded | 68fa6c281e209131cea326a1 | | softmax | 80.7 | Not recorded | 68fa6c281e209131cea326a1 | | APN(w2v)+f-VAEGAN-D2 | 79.6 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2-ind | 79.5 | Not recorded | 68fa6c281e209131cea326a1 | | softmax | 79 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2-ind | 78.8 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2 | 78.6 | Not recorded | 68fa6c281e209131cea326a1 | | Analogy | 77.3 | Not recorded | 68fa6c281e209131cea326a1 | | APN(w2v)+f-VAEGAN-D2 | 73.8 | Not recorded | 68fa6c281e209131cea326a1 | | softmax | 73.5 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2-ind | 73.5 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2 | 72.6 | Not recorded | 68fa6c281e209131cea326a1 | | Analogy | 72 | Not recorded | 68fa6c281e209131cea326a1 | | APN(w2v)+f-VAEGAN-D2 | 67.5 | Not recorded | 68fa6c281e209131cea326a1 | | Analogy | 67.4 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2 | 66.3 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2-ind | 65.7 | Not recorded | 68fa6c281e209131cea326a1 | | softmax | 60.8 | Not recorded | 68fa6c281e209131cea326a1 | | f-VAEGAN-D2-ind | 60.3 | Not recorded | 68fa6c281e209131cea326a1 | | Analogy | 59.8 | Not recorded | 68fa6c281e209131cea326a1 | | Analogy | 51.5 | Not recorded | 68fa6c281e209131cea326a1 | | softmax | 50 | Not recorded | 68fa6c281e209131cea326a1 | ### APN(w2v)+f-VAEGAN-D2 Top-5 Accuracy: 84.3. Result ID: 698ee26b729b416a4aa58a81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":20}. This record does not assert independent reproduction. ### f-VAEGAN-D2 Top-5 Accuracy: 83.2. Result ID: 698ee26b729b416a4aa58a7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":20}. This record does not assert independent reproduction. ### APN(w2v)+f-VAEGAN-D2 Top-5 Accuracy: 82.5. Result ID: 698ee26b729b416a4aa58a80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":10}. This record does not assert independent reproduction. ### f-VAEGAN-D2 Top-5 Accuracy: 81.5. Result ID: 698ee26b729b416a4aa58a7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":10}. This record does not assert independent reproduction. ### softmax Top-5 Accuracy: 80.7. Result ID: 698ee26b729b416a4aa58a6d. [Reporting paper]() Recorded evaluation configuration: {"shots":20}. This record does not assert independent reproduction. ### APN(w2v)+f-VAEGAN-D2 Top-5 Accuracy: 79.6. Result ID: 698ee26b729b416a4aa58a7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### f-VAEGAN-D2-ind Top-5 Accuracy: 79.5. Result ID: 698ee26b729b416a4aa58a77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":20}. This record does not assert independent reproduction. ### softmax Top-5 Accuracy: 79. Result ID: 698ee26b729b416a4aa58a6c. [Reporting paper]() Recorded evaluation configuration: {"shots":10}. This record does not assert independent reproduction. ### f-VAEGAN-D2-ind Top-5 Accuracy: 78.8. Result ID: 698ee26b729b416a4aa58a76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":10}. This record does not assert independent reproduction. ### f-VAEGAN-D2 Top-5 Accuracy: 78.6. Result ID: 698ee26b729b416a4aa58a7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### Analogy Top-5 Accuracy: 77.3. Result ID: 698ee26b729b416a4aa58a72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":20}. This record does not assert independent reproduction. ### APN(w2v)+f-VAEGAN-D2 Top-5 Accuracy: 73.8. Result ID: 698ee26b729b416a4aa58a7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":2}. This record does not assert independent reproduction. ### softmax Top-5 Accuracy: 73.5. Result ID: 698ee26b729b416a4aa58a6b. [Reporting paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### f-VAEGAN-D2-ind Top-5 Accuracy: 73.5. Result ID: 698ee26b729b416a4aa58a75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### f-VAEGAN-D2 Top-5 Accuracy: 72.6. Result ID: 698ee26b729b416a4aa58a79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":2}. This record does not assert independent reproduction. ### Analogy Top-5 Accuracy: 72. Result ID: 698ee26b729b416a4aa58a71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":10}. This record does not assert independent reproduction. ### APN(w2v)+f-VAEGAN-D2 Top-5 Accuracy: 67.5. Result ID: 698ee26b729b416a4aa58a7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### Analogy Top-5 Accuracy: 67.4. Result ID: 698ee26b729b416a4aa58a70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### f-VAEGAN-D2 Top-5 Accuracy: 66.3. Result ID: 698ee26b729b416a4aa58a78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### f-VAEGAN-D2-ind Top-5 Accuracy: 65.7. Result ID: 698ee26b729b416a4aa58a74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":2}. This record does not assert independent reproduction. ### softmax Top-5 Accuracy: 60.8. Result ID: 698ee26b729b416a4aa58a6a. [Reporting paper]() Recorded evaluation configuration: {"shots":2}. This record does not assert independent reproduction. ### f-VAEGAN-D2-ind Top-5 Accuracy: 60.3. Result ID: 698ee26b729b416a4aa58a73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### Analogy Top-5 Accuracy: 59.8. Result ID: 698ee26b729b416a4aa58a6f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":2}. This record does not assert independent reproduction. ### Analogy Top-5 Accuracy: 51.5. Result ID: 698ee26b729b416a4aa58a6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### softmax Top-5 Accuracy: 50. Result ID: 698ee26b729b416a4aa58a69. [Reporting paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.