# Transferability Estimation on ImageNet-C Severity 3 1.0 Source: [Transferability Estimation on ImageNet-C Severity 3 1.0]() Collection index: [llms.txt]() Data updated: 2026-05-25T07:37:14.822Z Evaluation of model transferability estimation capabilities using the ImageNet-C dataset corrupted at Severity 1.0 (Level 3), 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 3 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 | 22.6 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | S-OTDD | 22.37 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | RADAR | 20.69 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | NCE | 19.72 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LEEP | 19.23 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | NCE | 19.18 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LEEP | 17.72 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LogME | 13.63 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | Reg. H-Score | 13.52 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | H-Score | 12.26 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | RADAR | 8.82 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | TransRate | 5.73 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LogME | 1.09 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | Reg. H-Score | -1.36 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | H-Score | -1.99 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | TransRate | -7.38 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | ### S-OTDD Mean Correlation Improvement (MCI): 22.6. Result ID: 6a13fbf1fbc373592c0ad2e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### S-OTDD Mean Correlation Improvement (MCI): 22.37. Result ID: 6a13fbf1fbc373592c0ad2e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### RADAR Mean Correlation Improvement (MCI): 20.69. Result ID: 6a13fbf1fbc373592c0ad2e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### NCE Mean Correlation Improvement (MCI): 19.72. Result ID: 6a13fbf1fbc373592c0ad2e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### LEEP Mean Correlation Improvement (MCI): 19.23. Result ID: 6a13fbf1fbc373592c0ad2dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### NCE Mean Correlation Improvement (MCI): 19.18. Result ID: 6a13fbf1fbc373592c0ad2e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### LEEP Mean Correlation Improvement (MCI): 17.72. Result ID: 6a13fbf1fbc373592c0ad2db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### LogME Mean Correlation Improvement (MCI): 13.63. Result ID: 6a13fbf1fbc373592c0ad2e1. [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): 13.52. Result ID: 6a13fbf1fbc373592c0ad2df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### H-Score Mean Correlation Improvement (MCI): 12.26. Result ID: 6a13fbf1fbc373592c0ad2dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### RADAR Mean Correlation Improvement (MCI): 8.82. Result ID: 6a13fbf1fbc373592c0ad2ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### TransRate Mean Correlation Improvement (MCI): 5.73. Result ID: 6a13fbf1fbc373592c0ad2e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP"}. This record does not assert independent reproduction. ### LogME Mean Correlation Improvement (MCI): 1.09. Result ID: 6a13fbf1fbc373592c0ad2e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### Reg. H-Score Mean Correlation Improvement (MCI): -1.36. Result ID: 6a13fbf1fbc373592c0ad2e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### H-Score Mean Correlation Improvement (MCI): -1.99. Result ID: 6a13fbf1fbc373592c0ad2de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DINOv3"}. This record does not assert independent reproduction. ### TransRate Mean Correlation Improvement (MCI): -7.38. Result ID: 6a13fbf1fbc373592c0ad2e6. [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.