# Vision similarity grounding on ImageNet 100 Source: [Vision similarity grounding on ImageNet 100]() Collection index: [llms.txt]() Data updated: 2026-05-18T08:40:55.025Z Evaluation of Vision similarity grounding performance on the ImageNet 100 dataset, reporting correlation and shortcut metrics. 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 | Vision similarity grounding | | Dataset (including any stated split) | ImageNet 100 | | Metric | Accuracy Correlation | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 Correlation](): Higher is better; unit: SCALAR. - [JSD Correlation](): Higher is better; unit: SCALAR. - [Shortcut Performance](): Higher is better; unit: PERCENT. - [Augmentation Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy Correlation | Result date | Report paper | | --- | --- | --- | --- | | Multi-Scale CKA | 0.38 | Not recorded | 6a0a9d29dbc836b87d82b49b | | CKA | 0.36 | Not recorded | 6a0a9d29dbc836b87d82b49b | | DistCorr | 0.31 | Not recorded | 6a0a9d29dbc836b87d82b49b | | Multi-Scale DistCorr | 0.31 | Not recorded | 6a0a9d29dbc836b87d82b49b | | SVCCA | 0.29 | Not recorded | 6a0a9d29dbc836b87d82b49b | | SoftCorr | 0.27 | Not recorded | 6a0a9d29dbc836b87d82b49b | | RBF-CKA | 0.25 | Not recorded | 6a0a9d29dbc836b87d82b49b | | Multi-Scale RBF-CKA | 0.25 | Not recorded | 6a0a9d29dbc836b87d82b49b | | AngShape | 0.21 | Not recorded | 6a0a9d29dbc836b87d82b49b | | HardCorr | 0.21 | Not recorded | 6a0a9d29dbc836b87d82b49b | | OrthProc | 0.21 | Not recorded | 6a0a9d29dbc836b87d82b49b | | LinReg | 0.19 | Not recorded | 6a0a9d29dbc836b87d82b49b | | IMD | 0.17 | Not recorded | 6a0a9d29dbc836b87d82b49b | | AD-CKA | 0.17 | Not recorded | 6a0a9d29dbc836b87d82b49b | | AD-DistCorr | 0.17 | Not recorded | 6a0a9d29dbc836b87d82b49b | | AD-RBF-CKA | 0.14 | Not recorded | 6a0a9d29dbc836b87d82b49b | | RSMDiff | 0.09 | Not recorded | 6a0a9d29dbc836b87d82b49b | | RTD | 0.09 | Not recorded | 6a0a9d29dbc836b87d82b49b | | ProcDist | 0.08 | Not recorded | 6a0a9d29dbc836b87d82b49b | | PermProc | 0.07 | Not recorded | 6a0a9d29dbc836b87d82b49b | | RankSim | 0.07 | Not recorded | 6a0a9d29dbc836b87d82b49b | | RSA | 0.06 | Not recorded | 6a0a9d29dbc836b87d82b49b | | EOS | 0.05 | Not recorded | 6a0a9d29dbc836b87d82b49b | | GULP | 0.02 | Not recorded | 6a0a9d29dbc836b87d82b49b | | PWCCA | -0.02 | Not recorded | 6a0a9d29dbc836b87d82b49b | | AlignCos | -0.08 | Not recorded | 6a0a9d29dbc836b87d82b49b | | 2nd-Cos | -0.08 | Not recorded | 6a0a9d29dbc836b87d82b49b | | Jaccard | -0.11 | Not recorded | 6a0a9d29dbc836b87d82b49b | | ConcDiff | -0.11 | Not recorded | 6a0a9d29dbc836b87d82b49b | | MagDiff | -0.16 | Not recorded | 6a0a9d29dbc836b87d82b49b | | UnifDiff | -0.18 | Not recorded | 6a0a9d29dbc836b87d82b49b | ### Multi-Scale CKA Accuracy Correlation: 0.38. Result ID: 6a0ad08b47f34ce924f1055c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### CKA Accuracy Correlation: 0.36. Result ID: 6a0ad08b47f34ce924f1054d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### DistCorr Accuracy Correlation: 0.31. Result ID: 6a0ad08b47f34ce924f1054f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### Multi-Scale DistCorr Accuracy Correlation: 0.31. Result ID: 6a0ad08b47f34ce924f10560. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### SVCCA Accuracy Correlation: 0.29. Result ID: 6a0ad08b47f34ce924f10544. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### SoftCorr Accuracy Correlation: 0.27. Result ID: 6a0ad08b47f34ce924f1054c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### RBF-CKA Accuracy Correlation: 0.25. Result ID: 6a0ad08b47f34ce924f1054e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### Multi-Scale RBF-CKA Accuracy Correlation: 0.25. Result ID: 6a0ad08b47f34ce924f1055e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### AngShape Accuracy Correlation: 0.21. Result ID: 6a0ad08b47f34ce924f10546. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### HardCorr Accuracy Correlation: 0.21. Result ID: 6a0ad08b47f34ce924f10547. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### OrthProc Accuracy Correlation: 0.21. Result ID: 6a0ad08b47f34ce924f10549. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### LinReg Accuracy Correlation: 0.19. Result ID: 6a0ad08b47f34ce924f10548. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### IMD Accuracy Correlation: 0.17. Result ID: 6a0ad08b47f34ce924f10557. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### AD-CKA Accuracy Correlation: 0.17. Result ID: 6a0ad08b47f34ce924f1055d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### AD-DistCorr Accuracy Correlation: 0.17. Result ID: 6a0ad08b47f34ce924f10561. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### AD-RBF-CKA Accuracy Correlation: 0.14. Result ID: 6a0ad08b47f34ce924f1055f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### RSMDiff Accuracy Correlation: 0.09. Result ID: 6a0ad08b47f34ce924f10553. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### RTD Accuracy Correlation: 0.09. Result ID: 6a0ad08b47f34ce924f10558. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### ProcDist Accuracy Correlation: 0.08. Result ID: 6a0ad08b47f34ce924f1054b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### PermProc Accuracy Correlation: 0.07. Result ID: 6a0ad08b47f34ce924f1054a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### RankSim Accuracy Correlation: 0.07. Result ID: 6a0ad08b47f34ce924f10556. [Reporting paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### RSA Accuracy Correlation: 0.06. Result ID: 6a0ad08b47f34ce924f10552. [Reporting paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### EOS Accuracy Correlation: 0.05. Result ID: 6a0ad08b47f34ce924f10550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### GULP Accuracy Correlation: 0.02. Result ID: 6a0ad08b47f34ce924f10551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### PWCCA Accuracy Correlation: -0.02. Result ID: 6a0ad08b47f34ce924f10543. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### AlignCos Accuracy Correlation: -0.08. Result ID: 6a0ad08b47f34ce924f10545. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### 2nd-Cos Accuracy Correlation: -0.08. Result ID: 6a0ad08b47f34ce924f10554. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### Jaccard Accuracy Correlation: -0.11. Result ID: 6a0ad08b47f34ce924f10555. [Reporting paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### ConcDiff Accuracy Correlation: -0.11. Result ID: 6a0ad08b47f34ce924f10559. [Reporting paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### MagDiff Accuracy Correlation: -0.16. Result ID: 6a0ad08b47f34ce924f1055a. [Reporting paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. ### UnifDiff Accuracy Correlation: -0.18. Result ID: 6a0ad08b47f34ce924f1055b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Domain":"Vision","Architecture":"ResNet18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.