# Image Classification on ImageNet-1K 11 (val) Source: [Image Classification on ImageNet-1K 11 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:05.505Z Evaluation of Image Classification performance on the validation split of ImageNet-1K version 11, 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 11 (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. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DiGIT | 80.3 | Not recorded | 68fa757c1e209131cea6846b | | VIM+ViT-VQGAN | 73.2 | Not recorded | 68fa757c1e209131cea6846b | | DiGIT | 71.7 | Not recorded | 68fa757c1e209131cea6846b | | AIM | 70.5 | Not recorded | 68fa757c1e209131cea6846b | | iGPT-XL | 68.7 | Not recorded | 68fa757c1e209131cea6846b | | GIVT | 65.1 | Not recorded | 68fa757c1e209131cea6846b | | VIM+ViT-VQGAN | 65.1 | Not recorded | 68fa757c1e209131cea6846b | | VIM+dVAE | 63.8 | Not recorded | 68fa757c1e209131cea6846b | | VIM+VQGAN | 61.8 | Not recorded | 68fa757c1e209131cea6846b | | iGPT-L | 60.3 | Not recorded | 68fa757c1e209131cea6846b | ### DiGIT Top-1 Accuracy: 80.3. Result ID: 6993cb8a3a6c31484918996c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"16 x 16","Features":"1536","# Parameters":"732M"}. This record does not assert independent reproduction. ### VIM+ViT-VQGAN Top-1 Accuracy: 73.2. Result ID: 6993cb8a3a6c314849189969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"32 x 32","Features":"2048","# Parameters":"1697M"}. This record does not assert independent reproduction. ### DiGIT Top-1 Accuracy: 71.7. Result ID: 6993cb8a3a6c31484918996b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"16 x 16","Features":"1024","# Parameters":"219M"}. This record does not assert independent reproduction. ### AIM Top-1 Accuracy: 70.5. Result ID: 6993cb8a3a6c31484918996a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"16 x 16","Features":"1536","# Parameters":"0.6B"}. This record does not assert independent reproduction. ### iGPT-XL Top-1 Accuracy: 68.7. Result ID: 6993cb8a3a6c314849189964. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"64 x 64","Features":"3072","# Parameters":"6801M"}. This record does not assert independent reproduction. ### GIVT Top-1 Accuracy: 65.1. Result ID: 6993cb8a3a6c314849189967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"16 x 16","Features":"1024","# Parameters":"304M"}. This record does not assert independent reproduction. ### VIM+ViT-VQGAN Top-1 Accuracy: 65.1. Result ID: 6993cb8a3a6c314849189968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"32 x 32","Features":"1024","# Parameters":"650M"}. This record does not assert independent reproduction. ### VIM+dVAE Top-1 Accuracy: 63.8. Result ID: 6993cb8a3a6c314849189966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"32 x 32","Features":"1024","# Parameters":"650M"}. This record does not assert independent reproduction. ### VIM+VQGAN Top-1 Accuracy: 61.8. Result ID: 6993cb8a3a6c314849189965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"32 x 32","Features":"1024","# Parameters":"650M"}. This record does not assert independent reproduction. ### iGPT-L Top-1 Accuracy: 60.3. Result ID: 6993cb8a3a6c314849189963. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear probing","# Tokens":"32 x 32","Features":"1536","# Parameters":"1362M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.