# Long-tailed Recognition on ImageNet-LT (test) Source: [Long-tailed Recognition on ImageNet-LT (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:51.525Z Evaluation of Long-tailed Recognition performance on the test split of the ImageNet-LT dataset, reporting accuracy segmented by class frequency groups (Many, Med, Few, All). 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 | Long-tailed Recognition | | Dataset (including any stated split) | ImageNet-LT (test) | | Metric | Acc (Many) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Acc (Many)](): Higher is better; unit: PERCENT. - [Acc (Med)](): Higher is better; unit: PERCENT. - [Acc (Few)](): Higher is better; unit: PERCENT. - [Acc (All)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (Many) | Result date | Report paper | | --- | --- | --- | --- | | ERM | 75.5 | Not recorded | 68fa72b51e209131cea580e8 | | GLA | 72.1 | Not recorded | 68fa72b51e209131cea580e8 | | BS | 71.2 | Not recorded | 68fa72b51e209131cea580e8 | | BALLAD | 71 | Not recorded | 68fa72b51e209131cea580e8 | | GLA | 70.7 | Not recorded | 68fa72b51e209131cea580e8 | | WiSE-FT | 70.7 | Not recorded | 68fa72b51e209131cea580e8 | | LWS | 70.4 | Not recorded | 68fa72b51e209131cea580e8 | | LA | 70.4 | Not recorded | 68fa72b51e209131cea580e8 | | LA | 67.9 | Not recorded | 68fa72b51e209131cea580e8 | | BS | 67 | Not recorded | 68fa72b51e209131cea580e8 | | ERM | 66.6 | Not recorded | 68fa72b51e209131cea580e8 | | GLA | 65.5 | Not recorded | 68fa72b51e209131cea580e8 | | ERM | 64.4 | Not recorded | 68fa72b51e209131cea580e8 | | BS | 57.7 | Not recorded | 68fa72b51e209131cea580e8 | | LA | 56.7 | Not recorded | 68fa72b51e209131cea580e8 | ### ERM Acc (Many): 75.5. Result ID: 699270743a6c3148490ef52e. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuning protocol":"End-to-End (E2E)"}. This record does not assert independent reproduction. ### GLA Acc (Many): 72.1. Result ID: 699270743a6c3148490ef534. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"End-to-End (E2E)"}. This record does not assert independent reproduction. ### BS Acc (Many): 71.2. Result ID: 699270743a6c3148490ef531. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"End-to-End (E2E)"}. This record does not assert independent reproduction. ### BALLAD Acc (Many): 71. Result ID: 699270743a6c3148490ef533. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"End-to-End (E2E)"}. This record does not assert independent reproduction. ### GLA Acc (Many): 70.7. Result ID: 699270743a6c3148490ef52d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"Prompt Tuning (PT)"}. This record does not assert independent reproduction. ### WiSE-FT Acc (Many): 70.7. Result ID: 699270743a6c3148490ef532. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"End-to-End (E2E)"}. This record does not assert independent reproduction. ### LWS Acc (Many): 70.4. Result ID: 699270743a6c3148490ef52f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"End-to-End (E2E)"}. This record does not assert independent reproduction. ### LA Acc (Many): 70.4. Result ID: 699270743a6c3148490ef530. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"End-to-End (E2E)"}. This record does not assert independent reproduction. ### LA Acc (Many): 67.9. Result ID: 699270743a6c3148490ef52b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"Prompt Tuning (PT)"}. This record does not assert independent reproduction. ### BS Acc (Many): 67. Result ID: 699270743a6c3148490ef52c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"Prompt Tuning (PT)"}. This record does not assert independent reproduction. ### ERM Acc (Many): 66.6. Result ID: 699270743a6c3148490ef52a. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuning protocol":"Prompt Tuning (PT)"}. This record does not assert independent reproduction. ### GLA Acc (Many): 65.5. Result ID: 699270743a6c3148490ef529. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"Linear Probe (LP)"}. This record does not assert independent reproduction. ### ERM Acc (Many): 64.4. Result ID: 699270743a6c3148490ef526. [Reporting paper]() Recorded evaluation configuration: {"Fine-tuning protocol":"Linear Probe (LP)"}. This record does not assert independent reproduction. ### BS Acc (Many): 57.7. Result ID: 699270743a6c3148490ef528. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"Linear Probe (LP)"}. This record does not assert independent reproduction. ### LA Acc (Many): 56.7. Result ID: 699270743a6c3148490ef527. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Fine-tuning protocol":"Linear Probe (LP)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.