# Fine-grained Image Classification on Life-Stages (LS) Source: [Fine-grained Image Classification on Life-Stages (LS)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:18.649Z Evaluation of Fine-grained Image Classification performance on the Life-Stages (LS) dataset, measured using Accuracy. 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 | Fine-grained Image Classification | | Dataset (including any stated split) | Life-Stages (LS) | | Metric | Accuracy (LS) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 (LS)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (LS) | Result date | Report paper | | --- | --- | --- | --- | | MetaCLIP-L | 64.3 | Not recorded | 68fa76b51e209131cea6e9a7 | | OpenAI-B | 56.5 | Not recorded | 68fa76b51e209131cea6e9a7 | | BT-Clip-O | 28 | Not recorded | 68fa76b51e209131cea6e9a7 | | BT-Clip-M | 26.3 | Not recorded | 68fa76b51e209131cea6e9a7 | | BioCLIP-B | 18 | Not recorded | 68fa76b51e209131cea6e9a7 | | BT-Clip-B | 15 | Not recorded | 68fa76b51e209131cea6e9a7 | ### MetaCLIP-L Accuracy (LS): 64.3. Result ID: 69944af83a6c3148491c50ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L-14","Pre-training":"MetaCLIP-cc","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### OpenAI-B Accuracy (LS): 56.5. Result ID: 69944af83a6c3148491c50c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B-16","Pre-training":"OpenAI","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### BT-Clip-O Accuracy (LS): 28. Result ID: 69944af83a6c3148491c50cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B-16","Pre-training":"Fine-tuned from OpenAI-B","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### BT-Clip-M Accuracy (LS): 26.3. Result ID: 69944af83a6c3148491c50cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L-14","Pre-training":"Fine-tuned from MetaCLIP-L","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### BioCLIP-B Accuracy (LS): 18. Result ID: 69944af83a6c3148491c50c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B-16","Pre-training":"BioCLIP","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### BT-Clip-B Accuracy (LS): 15. Result ID: 69944af83a6c3148491c50cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B-16","Pre-training":"Fine-tuned from BioCLIP-B","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.