# Image Classification on ICinW 20 datasets 1.0 (test) Source: [Image Classification on ICinW 20 datasets 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:35.114Z Evaluation of Image Classification performance on the test split of the ICinW 20 datasets version 1.0. 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) | ICinW 20 datasets 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | K-LITE | 63.39 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 60.99 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 60.72 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 59.04 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 58.56 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 58.25 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 58.24 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 58.2 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 57.92 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 57.81 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 57.38 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 57.06 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 56.45 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 55.96 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 55.96 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 55.91 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 55.88 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 54.28 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 53.92 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 53.86 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 53.5 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 53.07 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 52.11 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 49.48 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 41.34 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 40.32 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 39.53 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 38.9 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 38.89 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 36.5 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 36.5 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 36.31 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 35.99 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 34.3 | Not recorded | 68fa6dc11e209131cea3bdf6 | | K-LITE | 33.44 | Not recorded | 68fa6dc11e209131cea3bdf6 | | UniCL | 27.15 | Not recorded | 68fa6dc11e209131cea3bdf6 | ### K-LITE Accuracy: 63.39. Result ID: 698fd9f63a6c314849fc51c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"28M (full)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 60.99. Result ID: 698fd9f63a6c314849fc51c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"28M (full)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 60.72. Result ID: 698fd9f63a6c314849fc51be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Combine"}. This record does not assert independent reproduction. ### UniCL Accuracy: 59.04. Result ID: 698fd9f63a6c314849fc51b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 58.56. Result ID: 698fd9f63a6c314849fc51c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"28M (full)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 58.25. Result ID: 698fd9f63a6c314849fc51b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"27M (full)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 58.24. Result ID: 698fd9f63a6c314849fc51b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"27M (full)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 58.2. Result ID: 698fd9f63a6c314849fc51bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 57.92. Result ID: 698fd9f63a6c314849fc51c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"28M (full)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 57.81. Result ID: 698fd9f63a6c314849fc51a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"ImageNet-21K","Number of Training Samples":"13M (full)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 57.38. Result ID: 698fd9f63a6c314849fc51bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Combine"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 57.06. Result ID: 698fd9f63a6c314849fc51b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"27M (full)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 56.45. Result ID: 698fd9f63a6c314849fc51a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 55.96. Result ID: 698fd9f63a6c314849fc51a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"ImageNet-21K","Number of Training Samples":"13M (full)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 55.96. Result ID: 698fd9f63a6c314849fc51b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"27M (full)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 55.91. Result ID: 698fd9f63a6c314849fc51ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 55.88. Result ID: 698fd9f63a6c314849fc51ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 54.28. Result ID: 698fd9f63a6c314849fc51ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Combine"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 53.92. Result ID: 698fd9f63a6c314849fc51a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"ImageNet-21K","Number of Training Samples":"13M (full)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 53.86. Result ID: 698fd9f63a6c314849fc51b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 53.5. Result ID: 698fd9f63a6c314849fc51a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 53.07. Result ID: 698fd9f63a6c314849fc51a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"ImageNet-21K","Number of Training Samples":"13M (full)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 52.11. Result ID: 698fd9f63a6c314849fc51af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Fine-tuning","Few-shot setting":"5-shot","Data Fusion Scheme":"Combine"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 49.48. Result ID: 698fd9f63a6c314849fc51ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Linear Probing","Few-shot setting":"5-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 41.34. Result ID: 698fd9f63a6c314849fc51c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"28M (full)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 40.32. Result ID: 698fd9f63a6c314849fc51bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Combine"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 39.53. Result ID: 698fd9f63a6c314849fc51b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 38.9. Result ID: 698fd9f63a6c314849fc51bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"28M (full)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 38.89. Result ID: 698fd9f63a6c314849fc51b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"27M (full)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 36.5. Result ID: 698fd9f63a6c314849fc51aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 36.5. Result ID: 698fd9f63a6c314849fc51ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Combine"}. This record does not assert independent reproduction. ### UniCL Accuracy: 36.31. Result ID: 698fd9f63a6c314849fc51b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GCC-15M + ImageNet-21K","Number of Training Samples":"15M (half)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 35.99. Result ID: 698fd9f63a6c314849fc51b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"27M (full)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 34.3. Result ID: 698fd9f63a6c314849fc51a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"YFCC-14M + ImageNet-21K","Number of Training Samples":"14M (half)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### K-LITE Accuracy: 33.44. Result ID: 698fd9f63a6c314849fc51a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"ImageNet-21K","Number of Training Samples":"13M (full)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. ### UniCL Accuracy: 27.15. Result ID: 698fd9f63a6c314849fc51a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"ImageNet-21K","Number of Training Samples":"13M (full)","Evaluation Protocol":"Zero-shot","Data Fusion Scheme":"Concat"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.