# Image Classification on ImageNet-1K IMG12 (val) Source: [Image Classification on ImageNet-1K IMG12 (val)]() Collection index: [llms.txt]() Data updated: 2026-04-28T07:40:22.817Z Evaluation of Image Classification performance on the ImageNet-1K IMG12 validation split, reporting Top-1 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) | ImageNet-1K IMG12 (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP+LA+WTS | 84.2 | Not recorded | 69f03f1c55a3c32af89fa0ef | | CLIP+LA | 84.1 | Not recorded | 69f03f1c55a3c32af89fa0ef | | CLIP+CE | 83.8 | Not recorded | 69f03f1c55a3c32af89fa0ef | | CLIP+CE+WTS | 83.6 | Not recorded | 69f03f1c55a3c32af89fa0ef | | CLIP | 78 | Not recorded | 69f03f1c55a3c32af89fa0ef | | Sel-CL+ | 76.8 | Not recorded | 69f03f1c55a3c32af89fa0ef | | MoPro | 76.3 | Not recorded | 69f03f1c55a3c32af89fa0ef | | RCAL+ | 76.3 | Not recorded | 69f03f1c55a3c32af89fa0ef | | ECBS | 76.1 | Not recorded | 69f03f1c55a3c32af89fa0ef | | NGC | 74.4 | Not recorded | 69f03f1c55a3c32af89fa0ef | | ELR+ | 70.3 | Not recorded | 69f03f1c55a3c32af89fa0ef | | CT | 61.5 | Not recorded | 69f03f1c55a3c32af89fa0ef | | CE | 58.5 | Not recorded | 69f03f1c55a3c32af89fa0ef | | MentorNet | 57.8 | Not recorded | 69f03f1c55a3c32af89fa0ef | ### CLIP+LA+WTS Top-1 Accuracy: 84.2. Result ID: 69f062f847f34ce924d5ec47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### CLIP+LA Top-1 Accuracy: 84.1. Result ID: 69f062f847f34ce924d5ec46. [Reporting paper]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### CLIP+CE Top-1 Accuracy: 83.8. Result ID: 69f062f847f34ce924d5ec44. [Reporting paper]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### CLIP+CE+WTS Top-1 Accuracy: 83.6. Result ID: 69f062f847f34ce924d5ec45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 78. Result ID: 69f062f847f34ce924d5ec43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction. ### Sel-CL+ Top-1 Accuracy: 76.8. Result ID: 69f062f847f34ce924d5ec40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### MoPro Top-1 Accuracy: 76.3. Result ID: 69f062f847f34ce924d5ec3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### RCAL+ Top-1 Accuracy: 76.3. Result ID: 69f062f847f34ce924d5ec41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### ECBS Top-1 Accuracy: 76.1. Result ID: 69f062f847f34ce924d5ec42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### NGC Top-1 Accuracy: 74.4. Result ID: 69f062f847f34ce924d5ec3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### ELR+ Top-1 Accuracy: 70.3. Result ID: 69f062f847f34ce924d5ec3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### CT Top-1 Accuracy: 61.5. Result ID: 69f062f847f34ce924d5ec3b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### CE Top-1 Accuracy: 58.5. Result ID: 69f062f847f34ce924d5ec3a. [Reporting paper]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. ### MentorNet Top-1 Accuracy: 57.8. Result ID: 69f062f847f34ce924d5ec3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train":"WebVision-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.