# Transferability Estimation on ImageNet-C Severity 1 1.0 Source: [Transferability Estimation on ImageNet-C Severity 1 1.0]() Collection index: [llms.txt]() Data updated: 2026-05-25T07:37:14.792Z Evaluation of model transferability estimation capabilities using the ImageNet-C dataset corrupted at Severity 1.0, measured by Mean Correlation Improvement (MCI). 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 | Transferability Estimation | | Dataset (including any stated split) | ImageNet-C Severity 1 1.0 | | Metric | Mean Correlation Improvement (MCI) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Mean Correlation Improvement (MCI)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mean Correlation Improvement (MCI) | Result date | Report paper | | --- | --- | --- | --- | | S-OTDD | 20.61 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | S-OTDD | 19.2 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LogME | 17.06 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LogME | 13.43 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | Reg. H-Score | 12.44 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | NCE | 12.21 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | TransRate | 10.57 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | H-Score | 9.46 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LEEP | 7.61 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | RADAR | 7.61 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | TransRate | 7.54 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LEEP | 5.13 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | NCE | 2.87 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | RADAR | -0.25 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | H-Score | -1.1 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | Reg. H-Score | -1.82 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | ### S-OTDD Mean Correlation Improvement (MCI): 20.61. Result ID: 6a13fbf1fbc373592c0ad2d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### S-OTDD Mean Correlation Improvement (MCI): 19.2. Result ID: 6a13fbf1fbc373592c0ad2d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### LogME Mean Correlation Improvement (MCI): 17.06. Result ID: 6a13fbf1fbc373592c0ad2d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### LogME Mean Correlation Improvement (MCI): 13.43. Result ID: 6a13fbf1fbc373592c0ad2d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### Reg. H-Score Mean Correlation Improvement (MCI): 12.44. Result ID: 6a13fbf1fbc373592c0ad2cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### NCE Mean Correlation Improvement (MCI): 12.21. Result ID: 6a13fbf1fbc373592c0ad2d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### TransRate Mean Correlation Improvement (MCI): 10.57. Result ID: 6a13fbf1fbc373592c0ad2d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### H-Score Mean Correlation Improvement (MCI): 9.46. Result ID: 6a13fbf1fbc373592c0ad2cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### LEEP Mean Correlation Improvement (MCI): 7.61. Result ID: 6a13fbf1fbc373592c0ad2cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### RADAR Mean Correlation Improvement (MCI): 7.61. Result ID: 6a13fbf1fbc373592c0ad2d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### TransRate Mean Correlation Improvement (MCI): 7.54. Result ID: 6a13fbf1fbc373592c0ad2d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### LEEP Mean Correlation Improvement (MCI): 5.13. Result ID: 6a13fbf1fbc373592c0ad2cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### NCE Mean Correlation Improvement (MCI): 2.87. Result ID: 6a13fbf1fbc373592c0ad2d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### RADAR Mean Correlation Improvement (MCI): -0.25. Result ID: 6a13fbf1fbc373592c0ad2da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### H-Score Mean Correlation Improvement (MCI): -1.1. Result ID: 6a13fbf1fbc373592c0ad2ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### Reg. H-Score Mean Correlation Improvement (MCI): -1.82. Result ID: 6a13fbf1fbc373592c0ad2d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.