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Models/VOLO-D5

VOLO-D5

Reported on 17 benchmarks across 6 tasks · 1 paper · 7 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision10 results

  • Image ClassificationonVizWiz-Classification
    Accuracy· 2021-06-24
    57.2
    SOTA
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Domain GeneralizationonVizWiz-Classification
    Accuracy - All Images· 2021-06-24
    57.2
    SOTA
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Domain GeneralizationonVizWiz-Classification
    Accuracy - Corrupted Images· 2021-06-24
    51.8
    SOTA
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Image ClassificationonImageNet V2
    Top 1 Accuracy· 2021-06-24
    78
    best: 84.63 (Model soups (BASIC-L))
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Image ClassificationonImageNet
    GFLOPs· 2021-06-24
    412
    best: 1478 (InternImage-H)
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Domain GeneralizationonVizWiz-Classification
    Accuracy - Clean Images· 2021-06-24
    59.7
    best: 450 (ViT-8/B-224)
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Image ClassificationonFoodX-251
    Accuracy (%)
    79.15
    best: 79.9 (CSWin-L)
  • Image ClassificationonFood-101
    Accuracy
    93.66
    best: 98.6 (CAP)
  • Fine-Grained Image ClassificationonFoodX-251
    Accuracy (%)
    79.15
    best: 79.9 (CSWin-L)
  • Fine-Grained Image ClassificationonFood-101
    Accuracy
    93.66
    best: 98.6 (CAP)

Methodology3 results

  • Domain AdaptationonVizWiz-Classification
    Accuracy - All Images· 2021-06-24
    57.2
    SOTA
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Domain AdaptationonVizWiz-Classification
    Accuracy - Corrupted Images· 2021-06-24
    51.8
    SOTA
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Domain AdaptationonVizWiz-Classification
    Accuracy - Clean Images· 2021-06-24
    59.7
    best: 450 (ViT-8/B-224)
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112

Medical2 results

  • Semantic SegmentationonGraz-02
    Pixel Accuracy· 2021-06-24
    85
    SOTA
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • Semantic SegmentationonADE20K
    Validation mIoU· 2021-06-24
    54.3
    best: 63.6 (ViT-P (InternImage-H))
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112

Audio2 results

  • 10-shot image generationonGraz-02
    Pixel Accuracy· 2021-06-24
    85
    SOTA
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112
  • 10-shot image generationonADE20K
    Validation mIoU· 2021-06-24
    54.3
    best: 63.6 (ViT-P (InternImage-H))
    VOLO: Vision Outlooker for Visual RecognitionarXiv:2106.13112