# Image Classification on ImageNet 1k (val) (Top-1 Accuracy & Avg.) Source: [Image Classification on ImageNet 1k (val) (Top-1 Accuracy & Avg.)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:08.359Z Evaluation of Image Classification performance on the validation split of the ImageNet 1k dataset, reporting standard Top-1 Accuracy alongside an aggregated metric labeled 'Avg.'. 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 (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Fair Context Learning | 69.46 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | R-TPT | 69.37 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | ZERO | 69.28 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | TTL | 69.28 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | MTA | 69.24 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | TPT | 68.94 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | TPS | 68.83 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | RLCF | 68.56 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | C-TPT | 68.52 | Not recorded | 698abba9c97a0b3e3b5ddff6 | | CLIP | 66.72 | Not recorded | 698abba9c97a0b3e3b5ddff6 | ### Fair Context Learning Top-1 Accuracy: 69.46. Result ID: 699757fb5698665ec4aa153b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test-time adaptation protocol":"Evidence-Balanced Test-Time Adaptation"}. This record does not assert independent reproduction. ### R-TPT Top-1 Accuracy: 69.37. Result ID: 699757fb5698665ec4aa153a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test-time adaptation protocol":"Robust Test-Time Prompt Tuning"}. This record does not assert independent reproduction. ### ZERO Top-1 Accuracy: 69.28. Result ID: 699757fb5698665ec4aa1537. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test-time adaptation protocol":"ZERO"}. This record does not assert independent reproduction. ### TTL Top-1 Accuracy: 69.28. Result ID: 699757fb5698665ec4aa1538. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test-time adaptation protocol":"TTL"}. This record does not assert independent reproduction. ### MTA Top-1 Accuracy: 69.24. Result ID: 699757fb5698665ec4aa1536. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test-time adaptation protocol":"Multi-view Test-time Adaptation"}. This record does not assert independent reproduction. ### TPT Top-1 Accuracy: 68.94. Result ID: 699757fb5698665ec4aa1533. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test-time adaptation protocol":"Test-Time Prompt Tuning"}. This record does not assert independent reproduction. ### TPS Top-1 Accuracy: 68.83. Result ID: 699757fb5698665ec4aa1539. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test-time adaptation protocol":"Test-Time Prompt Selection"}. This record does not assert independent reproduction. ### RLCF Top-1 Accuracy: 68.56. Result ID: 699757fb5698665ec4aa1535. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test-time adaptation protocol":"Reinforcement Learning with Confidence Feedback"}. This record does not assert independent reproduction. ### C-TPT Top-1 Accuracy: 68.52. Result ID: 699757fb5698665ec4aa1534. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test-time adaptation protocol":"Continual Test-Time Prompt Tuning"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 66.72. Result ID: 699757fb5698665ec4aa1532. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test-time adaptation protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.