# Joint image-text clustering on ImageNet 200 classes (val) Source: [Joint image-text clustering on ImageNet 200 classes (val)]() Collection index: [llms.txt]() Data updated: 2026-04-02T08:12:57.203Z Evaluation of joint image-text clustering performance on the validation split of the ImageNet 200 classes dataset, measured using GD, V-Measure, and ARI. 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 | Joint image-text clustering | | Dataset (including any stated split) | ImageNet 200 classes (val) | | Metric | GD | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [GD](): Higher is better; unit: SCALAR. - [V-Measure](): Higher is better; unit: SCALAR. - [ARI](): Higher is better; unit: SCALAR. ## Recorded results | Method | GD | Result date | Report paper | | --- | --- | --- | --- | | Original CLIP | 0.685 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | Mean-Centering | 0.685 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | CLIP-Refine | 0.647 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | M2-Mix | 0.637 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | CS-Aligner | 0.617 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | TPC-CMA | 0.61 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | TPC-CMA | 0.554 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | AlignCLIP | 0.55 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | TPC-CMA | 0.474 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | TPC-CMA | 0.441 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | TPC-CMA | 0.417 | Not recorded | 69cdf7f70636e5bf4afcc9ea | | TPC-CMA | 0.392 | Not recorded | 69cdf7f70636e5bf4afcc9ea | ### Original CLIP GD: 0.685. Result ID: 69ce24bb47f34ce924b73678. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mean-Centering GD: 0.685. Result ID: 69ce24bb47f34ce924b73679. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-Refine GD: 0.647. Result ID: 69ce24bb47f34ce924b7367c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M2-Mix GD: 0.637. Result ID: 69ce24bb47f34ce924b7367b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CS-Aligner GD: 0.617. Result ID: 69ce24bb47f34ce924b7367d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TPC-CMA GD: 0.61. Result ID: 69ce24bb47f34ce924b7367e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_target":"0.01"}. This record does not assert independent reproduction. ### TPC-CMA GD: 0.554. Result ID: 69ce24bb47f34ce924b7367f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_target":"0.05"}. This record does not assert independent reproduction. ### AlignCLIP GD: 0.55. Result ID: 69ce24bb47f34ce924b7367a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TPC-CMA GD: 0.474. Result ID: 69ce24bb47f34ce924b73680. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_target":"0.3"}. This record does not assert independent reproduction. ### TPC-CMA GD: 0.441. Result ID: 69ce24bb47f34ce924b73681. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_target":"0.5"}. This record does not assert independent reproduction. ### TPC-CMA GD: 0.417. Result ID: 69ce24bb47f34ce924b73682. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_target":"0.7"}. This record does not assert independent reproduction. ### TPC-CMA GD: 0.392. Result ID: 69ce24bb47f34ce924b73683. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_target":"0.9"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.