# Image Classification on ImageNet (Accuracy and Accuracy Gain) Source: [Image Classification on ImageNet (Accuracy and Accuracy Gain)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:35.411Z Evaluation of Image Classification performance on the ImageNet dataset, focusing on standard accuracy and accuracy gain 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) | imagenet | | 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. - [Accuracy Gain](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | InMaP + ZLaP | 72.7 | Not recorded | 68fa72d51e209131cea58cae | | InMaP | 72.5 | Not recorded | 68fa72d51e209131cea58cae | | CLIP + ZLaP | 69.7 | Not recorded | 68fa72d51e209131cea58cae | | TPT | 69 | Not recorded | 68fa72d51e209131cea58cae | | CLIP | 68.8 | Not recorded | 68fa72d51e209131cea58cae | | CLIP-DN | 68.3 | Not recorded | 68fa72d51e209131cea58cae | | InMaP | 63.8 | Not recorded | 68fa72d51e209131cea58cae | | InMaP + ZLaP | 63.8 | Not recorded | 68fa72d51e209131cea58cae | | CLIP + ZLaP | 61.8 | Not recorded | 68fa72d51e209131cea58cae | | TPT | 60.7 | Not recorded | 68fa72d51e209131cea58cae | | CLIP | 60.3 | Not recorded | 68fa72d51e209131cea58cae | | CLIP-DN | 60.2 | Not recorded | 68fa72d51e209131cea58cae | ### InMaP + ZLaP Accuracy: 72.7. Result ID: 699280013a6c3148490f5fc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### InMaP Accuracy: 72.5. Result ID: 699280013a6c3148490f5fc7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### CLIP + ZLaP Accuracy: 69.7. Result ID: 699280013a6c3148490f5fc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### TPT Accuracy: 69. Result ID: 699280013a6c3148490f5fc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### CLIP Accuracy: 68.8. Result ID: 699280013a6c3148490f5fc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### CLIP-DN Accuracy: 68.3. Result ID: 699280013a6c3148490f5fc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### InMaP Accuracy: 63.8. Result ID: 699280013a6c3148490f5fc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### InMaP + ZLaP Accuracy: 63.8. Result ID: 699280013a6c3148490f5fc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### CLIP + ZLaP Accuracy: 61.8. Result ID: 699280013a6c3148490f5fc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### TPT Accuracy: 60.7. Result ID: 699280013a6c3148490f5fbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### CLIP Accuracy: 60.3. Result ID: 699280013a6c3148490f5fbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. ### CLIP-DN Accuracy: 60.2. Result ID: 699280013a6c3148490f5fbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"Transductive Zero-Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.