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Models/DMRA

DMRA

Reported on 20 benchmarks across 5 tasks

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

Methodology16 results

  • 3DonNJU2K
    Average MAE· uses extra data
    0.051
    best: 0.023 (DFormer-L)
  • 3DonNJU2K
    S-Measure· uses extra data
    88.6
    best: 93.7 (DFormer-L)
  • 3DonNJU2K
    max E-Measure· uses extra data
    92.7
    best: 96.4 (DFormer-L)
  • 3DonNJU2K
    max F-Measure· uses extra data
    88.6
    best: 94.6 (DFormer-L)
  • 2D ClassificationonNJU2K
    Average MAE· uses extra data
    0.051
    best: 0.023 (DFormer-L)
  • 2D ClassificationonNJU2K
    S-Measure· uses extra data
    88.6
    best: 93.7 (DFormer-L)
  • 2D ClassificationonNJU2K
    max E-Measure· uses extra data
    92.7
    best: 96.4 (DFormer-L)
  • 2D ClassificationonNJU2K
    max F-Measure· uses extra data
    88.6
    best: 94.6 (DFormer-L)
  • 2D Object DetectiononNJU2K
    Average MAE· uses extra data
    0.051
    best: 0.023 (DFormer-L)
  • 2D Object DetectiononNJU2K
    S-Measure· uses extra data
    88.6
    best: 93.7 (DFormer-L)
  • 2D Object DetectiononNJU2K
    max E-Measure· uses extra data
    92.7
    best: 96.4 (DFormer-L)
  • 2D Object DetectiononNJU2K
    max F-Measure· uses extra data
    88.6
    best: 94.6 (DFormer-L)
  • 16konNJU2K
    Average MAE· uses extra data
    0.051
    best: 0.023 (DFormer-L)
  • 16konNJU2K
    S-Measure· uses extra data
    88.6
    best: 93.7 (DFormer-L)
  • 16konNJU2K
    max E-Measure· uses extra data
    92.7
    best: 96.4 (DFormer-L)
  • 16konNJU2K
    max F-Measure· uses extra data
    88.6
    best: 94.6 (DFormer-L)

Computer Vision4 results

  • Object DetectiononNJU2K
    Average MAE· uses extra data
    0.051
    best: 0.023 (DFormer-L)
  • Object DetectiononNJU2K
    S-Measure· uses extra data
    88.6
    best: 93.7 (DFormer-L)
  • Object DetectiononNJU2K
    max E-Measure· uses extra data
    92.7
    best: 96.4 (DFormer-L)
  • Object DetectiononNJU2K
    max F-Measure· uses extra data
    88.6
    best: 94.6 (DFormer-L)