# Long-tailed Recognition on Places-LT Forward (test) Source: [Long-tailed Recognition on Places-LT Forward (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:53.453Z Evaluation of Long-tailed Recognition performance on the 'Forward' test split of the Places-LT dataset, measured using Inverse Ranking (IR) accuracy thresholds (IR 50 down to IR 2). 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) | Places-LT Forward (test) | | Metric | Top-1 Acc (IR 50) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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-1 Acc (IR 50)](): Higher is better; unit: PERCENT. - [Top-1 Acc (IR 25)](): Higher is better; unit: PERCENT. - [Top-1 Acc (IR 10)](): Higher is better; unit: PERCENT. - [Top-1 Acc (IR 5)](): Higher is better; unit: PERCENT. - [Top-1 Acc (IR 2)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc (IR 50) | Result date | Report paper | | --- | --- | --- | --- | | SADE | 46.4 | Not recorded | 68fa6dc51e209131cea3c01a | | LADE | 46.3 | Not recorded | 68fa6dc51e209131cea3c01a | | Softmax | 45.6 | Not recorded | 68fa6dc51e209131cea3c01a | | RIDE | 43.1 | Not recorded | 68fa6dc51e209131cea3c01a | | LADE | 42.8 | Not recorded | 68fa6dc51e209131cea3c01a | | BS | 42.7 | Not recorded | 68fa6dc51e209131cea3c01a | | MISLAS | 40.9 | Not recorded | 68fa6dc51e209131cea3c01a | ### SADE Top-1 Acc (IR 50): 46.4. Result ID: 698fdc723a6c314849fc5f06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Class Prior":false}. This record does not assert independent reproduction. ### LADE Top-1 Acc (IR 50): 46.3. Result ID: 698fdc723a6c314849fc5f04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Class Prior":true}. This record does not assert independent reproduction. ### Softmax Top-1 Acc (IR 50): 45.6. Result ID: 698fdc723a6c314849fc5f00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Class Prior":false}. This record does not assert independent reproduction. ### RIDE Top-1 Acc (IR 50): 43.1. Result ID: 698fdc723a6c314849fc5f05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Class Prior":false}. This record does not assert independent reproduction. ### LADE Top-1 Acc (IR 50): 42.8. Result ID: 698fdc723a6c314849fc5f03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Class Prior":false}. This record does not assert independent reproduction. ### BS Top-1 Acc (IR 50): 42.7. Result ID: 698fdc723a6c314849fc5f01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Class Prior":false}. This record does not assert independent reproduction. ### MISLAS Top-1 Acc (IR 50): 40.9. Result ID: 698fdc723a6c314849fc5f02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Class Prior":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.