# Generalized Low-shot Classification on ImageNet Combined SEEN and UNSEEN Source: [Generalized Low-shot Classification on ImageNet Combined SEEN and UNSEEN]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:23.033Z Evaluation of Generalized Low-shot Classification performance on the ImageNet dataset, specifically utilizing the combined set of seen and unseen categories, 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 Low-shot Classification | | Dataset (including any stated split) | ImageNet Combined SEEN and UNSEEN | | Metric | Top-5 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 | | --- | --- | --- | --- | | FEAT | 83.9 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 83.4 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 83.3 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 82.7 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 82.1 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 81.7 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 81.3 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 81.1 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 80.9 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 80.8 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 80 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 79.5 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 79.3 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 78.8 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 78.1 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 78 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 77.9 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 77.1 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 72.5 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 72.1 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 71.4 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 71.2 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 70.8 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 70.5 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 65.1 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 64.8 | Not recorded | 68fa6a211e209131cea262a3 | | FEAT | 63.8 | Not recorded | 68fa6a211e209131cea262a3 | | PMN | 63.4 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 62.9 | Not recorded | 68fa6a211e209131cea262a3 | | ProtoNet | 61.4 | Not recorded | 68fa6a211e209131cea262a3 | ### FEAT Top-5 Accuracy: 83.9. Result ID: 698e12b0ffc3901de09a93d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"20-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 83.4. Result ID: 698e12b0ffc3901de09a93e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"20-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 83.3. Result ID: 698e12b0ffc3901de09a93cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"20-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 82.7. Result ID: 698e12b0ffc3901de09a93de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"20-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 82.1. Result ID: 698e12b0ffc3901de09a93d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"10-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 81.7. Result ID: 698e12b0ffc3901de09a93ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"10-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 81.3. Result ID: 698e12b0ffc3901de09a93e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"10-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 81.1. Result ID: 698e12b0ffc3901de09a93ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"20-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 80.9. Result ID: 698e12b0ffc3901de09a93dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"10-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 80.8. Result ID: 698e12b0ffc3901de09a93d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"20-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 80. Result ID: 698e12b0ffc3901de09a93c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"10-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 79.5. Result ID: 698e12b0ffc3901de09a93d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"10-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 79.3. Result ID: 698e12b0ffc3901de09a93d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"5-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 78.8. Result ID: 698e12b0ffc3901de09a93cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"5-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 78.1. Result ID: 698e12b0ffc3901de09a93e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"5-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 78. Result ID: 698e12b0ffc3901de09a93c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"5-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 77.9. Result ID: 698e12b0ffc3901de09a93dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"5-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 77.1. Result ID: 698e12b0ffc3901de09a93d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"5-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 72.5. Result ID: 698e12b0ffc3901de09a93d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"2-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 72.1. Result ID: 698e12b0ffc3901de09a93cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"2-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 71.4. Result ID: 698e12b0ffc3901de09a93c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"2-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 71.2. Result ID: 698e12b0ffc3901de09a93e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"2-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 70.8. Result ID: 698e12b0ffc3901de09a93db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"2-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 70.5. Result ID: 698e12b0ffc3901de09a93d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"2-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 65.1. Result ID: 698e12b0ffc3901de09a93d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"1-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 64.8. Result ID: 698e12b0ffc3901de09a93cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"1-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### FEAT Top-5 Accuracy: 63.8. Result ID: 698e12b0ffc3901de09a93df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"1-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### PMN Top-5 Accuracy: 63.4. Result ID: 698e12b0ffc3901de09a93da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"1-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 62.9. Result ID: 698e12b0ffc3901de09a93d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"1-Shot","Evaluation Protocol":"Calibrated with Prior"}. This record does not assert independent reproduction. ### ProtoNet Top-5 Accuracy: 61.4. Result ID: 698e12b0ffc3901de09a93c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Shots":"1-Shot","Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.