Codesota · Computer Vision · Image Classification · ImageNet-1KTasks/Computer Vision/Image Classification
Image Classification · benchmark dataset · 2012 · EN

ImageNet Large Scale Visual Recognition Challenge 2012.

1.28M training images, 50K validation images across 1,000 object classes. The standard benchmark for image classification since 2012.

Saturated benchmark

Benchmark near ceiling or stagnant — no meaningful SOTA movement in 2+ years

Paper Download datasetSubmit a result
§ 01 · Leaderboard

Best published scores.

20 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.


Primary
top-1-accuracy · higher is better
top-1-accuracy· primary
20 rows
#ModelOrgSubmittedPaper / codetop-1-accuracy
01CoCa (finetuned)OSSGoogleDec 2025google-research91
02ViT-G/14OSSGoogleDec 2025google-research90.45
03SoViT-400m/14OSSGoogle DeepMindApr 2026neurips-202390.30
04AIMv2-3BOSSAppleApr 2026arxiv-paper89.50
05ConvNeXt V2 HugeOSSMetaDec 2025meta-research88.90
06ViT-H/14OSSGoogleDec 2025google-research88.55
07InternViT-6B (InternVL)OSSOpenGVLabApr 2026cvpr-202488.23
08Swin Transformer LargeOSSMicrosoftDec 2025microsoft-research87.30
09EfficientNetV2-LOSSGoogleDec 2025google-research85.70
10MambaVision-L2OSSNVIDIAApr 2026cvpr-202585.30
11DeiT-B DistilledOSSMetaDec 2025meta-research85.20
12EfficientNet-B7OSSGoogleDec 2025google-research84.40
13DeiT-BOSSMetaDec 2025meta-research83.10
14ConvNeXt V2 TinyOSSMetaDec 2025meta-research83
15ViT-L/16OSSGoogleDec 2025google-research82.70
16ViT-B/16OSSGoogleDec 2025google-research81.20
17ResNet-50 (A3 training)OSSTimmDec 2025timm-research80.40
18ResNet-152OSSMicrosoftDec 2025microsoft-research78.60
19EfficientNet-B0OSSGoogleDec 2025google-research77.10
20ResNet-50OSSMicrosoftDec 2025pytorch-vision76.15
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 03 · Progress

1 steps
of state of the art.

Each row below marks a model that broke the previous record on top-1-accuracy. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · top-1-accuracy
  1. Dec 18, 2025CoCa (finetuned)Google91
Fig 3 · SOTA-setting models only. 1 entries span Dec 2025 Dec 2025.
§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies