# Image Classification on tieredImageNet Source: [Image Classification on tieredImageNet]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:23.039Z Evaluation of standard Image Classification performance on the tieredImageNet dataset, typically measured using 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 | Image Classification | | Dataset (including any stated split) | tieredImageNet | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MPA | 98.57 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | MLVLM | 98.06 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | CAML | 95.4 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | SPM | 88.79 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | RFSIC-simple | 84.41 | Not recorded | 68fa76b71e209131cea6eafb | | CAN | 84.23 | Not recorded | 68fa76b71e209131cea6eafb | | Geometric Mean Loss | 84.04 | Not recorded | 68fa76b71e209131cea6eafb | | NCA Loss | 83.77 | Not recorded | 68fa76b71e209131cea6eafb | | Meta-Baseline | 83.74 | Not recorded | 68fa76b71e209131cea6eafb | | SemFew-Trans | 82.37 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | PN Loss | 82.14 | Not recorded | 68fa76b71e209131cea6eafb | | ECER-FSL | 81.81 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | Diff-ResNet | 79.74 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | HCTransformers | 79.57 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | SP-CLIP | 78.03 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | CPEA | 76.93 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | SEVPro | 72.77 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | CAN | 69.89 | Not recorded | 68fa76b71e209131cea6eafb | | RFSIC-simple | 69.74 | Not recorded | 68fa76b71e209131cea6eafb | | Geometric Mean Loss | 69.61 | Not recorded | 68fa76b71e209131cea6eafb | | Meta-UAFS | 69.13 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | | Meta-Baseline | 68.62 | Not recorded | 68fa76b71e209131cea6eafb | | NCA Loss | 67.21 | Not recorded | 68fa76b71e209131cea6eafb | | PN Loss | 66.74 | Not recorded | 68fa76b71e209131cea6eafb | | FedFSL-CFRD | 60.52 | Not recorded | 698d5e63c97a0b3e3b5e3c63 | ### MPA Accuracy: 98.57. Result ID: 6997274d5698665ec475e762. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Marker":"-","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### MLVLM Accuracy: 98.06. Result ID: 6997274d5698665ec475e761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Marker":"AAAI-25","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### CAML Accuracy: 95.4. Result ID: 6997274d5698665ec475e75c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Marker":"ICLR-24","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### SPM Accuracy: 88.79. Result ID: 6997274d5698665ec475e75f. [Reporting paper]() Recorded evaluation configuration: {"Marker":"AAAI-24","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### RFSIC-simple Accuracy: 84.41. Result ID: 69944b533a6c3148491c52b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### CAN Accuracy: 84.23. Result ID: 69944b533a6c3148491c52af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### Geometric Mean Loss Accuracy: 84.04. Result ID: 69944b533a6c3148491c52b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### NCA Loss Accuracy: 83.77. Result ID: 69944b533a6c3148491c52b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### Meta-Baseline Accuracy: 83.74. Result ID: 69944b533a6c3148491c52b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### SemFew-Trans Accuracy: 82.37. Result ID: 6997274d5698665ec475e75e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Marker":"CVPR-24","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### PN Loss Accuracy: 82.14. Result ID: 69944b533a6c3148491c52b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### ECER-FSL Accuracy: 81.81. Result ID: 6997274d5698665ec475e760. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Marker":"AAAI-25","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### Diff-ResNet Accuracy: 79.74. Result ID: 6997274d5698665ec475e759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Marker":"TPAMI-24","PT (Pre-trained)":false,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### HCTransformers Accuracy: 79.57. Result ID: 6997274d5698665ec475e757. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Marker":"CVPR-22","PT (Pre-trained)":false,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### SP-CLIP Accuracy: 78.03. Result ID: 6997274d5698665ec475e75b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Marker":"CVPR-23","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### CPEA Accuracy: 76.93. Result ID: 6997274d5698665ec475e758. [Reporting paper]() Recorded evaluation configuration: {"Marker":"ICCV-23","PT (Pre-trained)":false,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### SEVPro Accuracy: 72.77. Result ID: 6997274d5698665ec475e75d. [Reporting paper]() Recorded evaluation configuration: {"Marker":"IJCAI-24","PT (Pre-trained)":true,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### CAN Accuracy: 69.89. Result ID: 69944b533a6c3148491c52ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### RFSIC-simple Accuracy: 69.74. Result ID: 69944b533a6c3148491c52b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### Geometric Mean Loss Accuracy: 69.61. Result ID: 69944b533a6c3148491c52b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### Meta-UAFS Accuracy: 69.13. Result ID: 6997274d5698665ec475e756. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Marker":"IJCAI-21","PT (Pre-trained)":false,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. ### Meta-Baseline Accuracy: 68.62. Result ID: 69944b533a6c3148491c52b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### NCA Loss Accuracy: 67.21. Result ID: 69944b533a6c3148491c52b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### PN Loss Accuracy: 66.74. Result ID: 69944b533a6c3148491c52b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### FedFSL-CFRD Accuracy: 60.52. Result ID: 6997274d5698665ec475e75a. [Reporting paper]() Recorded evaluation configuration: {"Marker":"AAAI-25","PT (Pre-trained)":false,"Protocol":"5-way 1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.