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Models/ViLD-ensemble w/ ALIGN (Eb7-FPN)

ViLD-ensemble w/ ALIGN (Eb7-FPN)

Reported on 12 benchmarks across 6 tasks · 1 paper · 12 SOTA

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

Methodology8 results

  • 3DonLVIS v1.0
    AP novel-LVIS base training· 2021-04-28
    26.3
    best: 43.4 (LaMI-DETR)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • 3DonLVIS v1.0
    AP novel-Unrestricted open-vocabulary training· 2021-04-28
    27
    best: 45.8 (DITO)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • 2D ClassificationonLVIS v1.0
    AP novel-LVIS base training· 2021-04-28
    26.3
    best: 43.4 (LaMI-DETR)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • 2D ClassificationonLVIS v1.0
    AP novel-Unrestricted open-vocabulary training· 2021-04-28
    27
    best: 45.8 (DITO)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • 2D Object DetectiononLVIS v1.0
    AP novel-LVIS base training· 2021-04-28
    26.3
    best: 43.4 (LaMI-DETR)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • 2D Object DetectiononLVIS v1.0
    AP novel-Unrestricted open-vocabulary training· 2021-04-28
    27
    best: 45.8 (DITO)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • 16konLVIS v1.0
    AP novel-LVIS base training· 2021-04-28
    26.3
    best: 43.4 (LaMI-DETR)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • 16konLVIS v1.0
    AP novel-Unrestricted open-vocabulary training· 2021-04-28
    27
    best: 45.8 (DITO)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921

Computer Vision4 results

  • Object DetectiononLVIS v1.0
    AP novel-LVIS base training· 2021-04-28
    26.3
    best: 43.4 (LaMI-DETR)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • Object DetectiononLVIS v1.0
    AP novel-Unrestricted open-vocabulary training· 2021-04-28
    27
    best: 45.8 (DITO)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • Open Vocabulary Object DetectiononLVIS v1.0
    AP novel-LVIS base training· 2021-04-28
    26.3
    best: 43.4 (LaMI-DETR)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921
  • Open Vocabulary Object DetectiononLVIS v1.0
    AP novel-Unrestricted open-vocabulary training· 2021-04-28
    27
    best: 45.8 (DITO)
    SOTA
    Open-vocabulary Object Detection via Vision and Language Knowledge DistillationarXiv:2104.13921