# Image Classification on VLCS (4 Metrics) Source: [Image Classification on VLCS (4 Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:20.291Z Evaluation of standard Image Classification performance on the VLCS dataset, reporting four distinct accuracy 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 | Image Classification | | Dataset (including any stated split) | VLCS | | Metric | Accuracy (Metric 1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 (Metric 1)](): Higher is better; unit: PERCENT. - [Accuracy (Metric 2)](): Higher is better; unit: PERCENT. - [Accuracy (Metric 3)](): Higher is better; unit: PERCENT. - [Accuracy (Metric 4)](): Higher is better; unit: PERCENT. - [Overall Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Metric 1) | Result date | Report paper | | --- | --- | --- | --- | | MVT + FT | 84.2 | Not recorded | 69535c9a53fdd5c36173db85 | | MVT + FT | 84.2 | Not recorded | 69535c9a53fdd5c36173db85 | | MVT | 83.8 | Not recorded | 69535c9a53fdd5c36173db85 | | MVT | 83.8 | Not recorded | 69535c9a53fdd5c36173db85 | | MVT + FT | 83.7 | Not recorded | 69535c9a53fdd5c36173db85 | | MVT | 81.2 | Not recorded | 69535c9a53fdd5c36173db85 | | Vanilla FT | 78.8 | Not recorded | 69535c9a53fdd5c36173db85 | | MVT + FT | 76.8 | Not recorded | 69535c9a53fdd5c36173db85 | | Vanilla FT | 75.5 | Not recorded | 69535c9a53fdd5c36173db85 | | CLIP | 74.9 | Not recorded | 69535c9a53fdd5c36173db85 | | CLIP | 74.9 | Not recorded | 69535c9a53fdd5c36173db85 | | EVA | 72.5 | Not recorded | 69535c9a53fdd5c36173db85 | | MVT | 67.5 | Not recorded | 69535c9a53fdd5c36173db85 | ### MVT + FT Accuracy (Metric 1): 84.2. Result ID: 6999344b5698665ec49d5b41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MLLM":"MMICL","Backbone":"ViT-L"}. This record does not assert independent reproduction. ### MVT + FT Accuracy (Metric 1): 84.2. Result ID: 6999344b5698665ec49d5b5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### MVT Accuracy (Metric 1): 83.8. Result ID: 6999344b5698665ec49d5b40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MLLM":"MMICL","Backbone":"ViT-L"}. This record does not assert independent reproduction. ### MVT Accuracy (Metric 1): 83.8. Result ID: 6999344b5698665ec49d5b5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### MVT + FT Accuracy (Metric 1): 83.7. Result ID: 6999344b5698665ec49d5b5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-g"}. This record does not assert independent reproduction. ### MVT Accuracy (Metric 1): 81.2. Result ID: 6999344b5698665ec49d5b5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-g"}. This record does not assert independent reproduction. ### Vanilla FT Accuracy (Metric 1): 78.8. Result ID: 6999344b5698665ec49d5b59. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### MVT + FT Accuracy (Metric 1): 76.8. Result ID: 6999344b5698665ec49d5b43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MLLM":"Otter","Backbone":"ViT-L"}. This record does not assert independent reproduction. ### Vanilla FT Accuracy (Metric 1): 75.5. Result ID: 6999344b5698665ec49d5b5d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-g"}. This record does not assert independent reproduction. ### CLIP Accuracy (Metric 1): 74.9. Result ID: 6999344b5698665ec49d5b3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MLLM":"None","Backbone":"ViT-L"}. This record does not assert independent reproduction. ### CLIP Accuracy (Metric 1): 74.9. Result ID: 6999344b5698665ec49d5b58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### EVA Accuracy (Metric 1): 72.5. Result ID: 6999344b5698665ec49d5b5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-g"}. This record does not assert independent reproduction. ### MVT Accuracy (Metric 1): 67.5. Result ID: 6999344b5698665ec49d5b42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MLLM":"Otter","Backbone":"ViT-L"}. 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