# Image Classification on IP102 Source: [Image Classification on IP102]() Collection index: [llms.txt]() Data updated: 2026-04-28T07:02:35.696Z Evaluation of Image Classification performance on the IP102 dataset, reporting 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 | Image Classification | | Dataset (including any stated split) | IP102 | | Metric | Accuracy | | Unit | PERCENT | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SGD-DualOpt\_Fine-tune | 75.44 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | Adam-DualOpt\_Fine-tune | 75.34 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | L2-SP | 75.2 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | Full | 75.01 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | LoRA | 74.1 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | Full | 74.09 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | L2-SP | 73.75 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | VPT | 71.22 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | Linear | 70.77 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | VPT | 70.41 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | LoRA | 69.16 | Not recorded | 69f03f0b55a3c32af89f9fd0 | | Linear | 64.93 | Not recorded | 69f03f0b55a3c32af89f9fd0 | ### SGD-DualOpt\_Fine-tune Accuracy: 75.44. Result ID: 69f05b8447f34ce924d5af96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvNeXt-B"}. This record does not assert independent reproduction. ### Adam-DualOpt\_Fine-tune Accuracy: 75.34. Result ID: 69f05b8447f34ce924d5af90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### L2-SP Accuracy: 75.2. Result ID: 69f05b8447f34ce924d5af93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvNeXt-B"}. This record does not assert independent reproduction. ### Full Accuracy: 75.01. Result ID: 69f05b8447f34ce924d5af92. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ConvNeXt-B"}. This record does not assert independent reproduction. ### LoRA Accuracy: 74.1. Result ID: 69f05b8447f34ce924d5af95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ConvNeXt-B"}. This record does not assert independent reproduction. ### Full Accuracy: 74.09. Result ID: 69f05b8447f34ce924d5af8c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### L2-SP Accuracy: 73.75. Result ID: 69f05b8447f34ce924d5af8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### VPT Accuracy: 71.22. Result ID: 69f05b8447f34ce924d5af94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ConvNeXt-B"}. This record does not assert independent reproduction. ### Linear Accuracy: 70.77. Result ID: 69f05b8447f34ce924d5af91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvNeXt-B"}. This record does not assert independent reproduction. ### VPT Accuracy: 70.41. Result ID: 69f05b8447f34ce924d5af8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### LoRA Accuracy: 69.16. Result ID: 69f05b8447f34ce924d5af8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### Linear Accuracy: 64.93. Result ID: 69f05b8447f34ce924d5af8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.