# Classification on LLVIP Source: [Classification on LLVIP]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:47.806Z Evaluation of general Classification performance on the LLVIP dataset, reporting metrics such as RGB, Lan, and The. 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 | Classification | | Dataset (including any stated split) | LLVIP | | Metric | RGB Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [RGB Accuracy](): Higher is better; unit: PERCENT. - [Lan Accuracy](): Higher is better; unit: PERCENT. - [The Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | RGB Accuracy | Result date | Report paper | | --- | --- | --- | --- | | aligned | 74.1 | Not recorded | 69535c9a53fdd5c36173db85 | | aligned | 74.1 | Not recorded | 69535c9a53fdd5c36173db85 | | aligned | 65.4 | Not recorded | 69535c9a53fdd5c36173db85 | | aligned | 65.4 | Not recorded | 69535c9a53fdd5c36173db85 | | COX | 61.2 | Not recorded | 69535c9a53fdd5c36173db85 | | EntMin | 59.8 | Not recorded | 69535c9a53fdd5c36173db85 | | COX | 59.2 | Not recorded | 69535c9a53fdd5c36173db85 | | EntMin | 56.7 | Not recorded | 69535c9a53fdd5c36173db85 | | ERM | 56.5 | Not recorded | 69535c9a53fdd5c36173db85 | | COX | 55 | Not recorded | 69535c9a53fdd5c36173db85 | | COX | 54.8 | Not recorded | 69535c9a53fdd5c36173db85 | | ERM | 54.6 | Not recorded | 69535c9a53fdd5c36173db85 | | SSL | 54.6 | Not recorded | 69535c9a53fdd5c36173db85 | | SSL | 52.3 | Not recorded | 69535c9a53fdd5c36173db85 | | Random | 48.2 | Not recorded | 69535c9a53fdd5c36173db85 | | Random | 48.2 | Not recorded | 69535c9a53fdd5c36173db85 | | Random | 48.2 | Not recorded | 69535c9a53fdd5c36173db85 | | Random | 48.2 | Not recorded | 69535c9a53fdd5c36173db85 | ### aligned RGB Accuracy: 74.1. Result ID: 6999344b5698665ec49d5d0d. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. ### aligned RGB Accuracy: 74.1. Result ID: 6999344b5698665ec49d5d15. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. ### aligned RGB Accuracy: 65.4. Result ID: 6999344b5698665ec49d5d08. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### aligned RGB Accuracy: 65.4. Result ID: 6999344b5698665ec49d5d11. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### COX RGB Accuracy: 61.2. Result ID: 6999344b5698665ec49d5d0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. ### EntMin RGB Accuracy: 59.8. Result ID: 6999344b5698665ec49d5d0b. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. ### COX RGB Accuracy: 59.2. Result ID: 6999344b5698665ec49d5d07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### EntMin RGB Accuracy: 56.7. Result ID: 6999344b5698665ec49d5d06. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### ERM RGB Accuracy: 56.5. Result ID: 6999344b5698665ec49d5d0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. ### COX RGB Accuracy: 55. Result ID: 6999344b5698665ec49d5d14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. ### COX RGB Accuracy: 54.8. Result ID: 6999344b5698665ec49d5d10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### ERM RGB Accuracy: 54.6. Result ID: 6999344b5698665ec49d5d05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### SSL RGB Accuracy: 54.6. Result ID: 6999344b5698665ec49d5d13. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. ### SSL RGB Accuracy: 52.3. Result ID: 6999344b5698665ec49d5d0f. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### Random RGB Accuracy: 48.2. Result ID: 6999344b5698665ec49d5d04. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### Random RGB Accuracy: 48.2. Result ID: 6999344b5698665ec49d5d09. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. ### Random RGB Accuracy: 48.2. Result ID: 6999344b5698665ec49d5d0e. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction. ### Random RGB Accuracy: 48.2. Result ID: 6999344b5698665ec49d5d12. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.