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Models/Recall@k Surrogate loss (ViT-B/16)

Recall@k Surrogate loss (ViT-B/16)

Reported on 17 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Computer Vision16 results

  • Image RetrievaloniNaturalist
    R@1· 2021-08-25
    83
    best: 88.9 (Unicom+ViT-L@336px)
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Image RetrievaloniNaturalist
    R@16· 2021-08-25
    95.9
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Image RetrievaloniNaturalist
    R@32· 2021-08-25
    97.2
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Image RetrievaloniNaturalist
    R@5· 2021-08-25
    92.1
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Intelligent SurveillanceonVehicleID Large
    Rank-1· 2021-08-25
    94.7
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Intelligent SurveillanceonVehicleID Large
    Rank-5· 2021-08-25
    97.1
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Intelligent SurveillanceonVehicleID Medium
    Rank-1· 2021-08-25
    95.2
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Intelligent SurveillanceonVehicleID Medium
    Rank-5· 2021-08-25
    97.2
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Intelligent SurveillanceonVehicleID Small
    Rank-1· 2021-08-25
    96.2
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Intelligent SurveillanceonVehicleID Small
    Rank-5· 2021-08-25
    98
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Vehicle Re-IdentificationonVehicleID Large
    Rank-1· 2021-08-25
    94.7
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Vehicle Re-IdentificationonVehicleID Large
    Rank-5· 2021-08-25
    97.1
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Vehicle Re-IdentificationonVehicleID Medium
    Rank-1· 2021-08-25
    95.2
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Vehicle Re-IdentificationonVehicleID Medium
    Rank-5· 2021-08-25
    97.2
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Vehicle Re-IdentificationonVehicleID Small
    Rank-1· 2021-08-25
    96.2
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179
  • Vehicle Re-IdentificationonVehicleID Small
    Rank-5· 2021-08-25
    98
    SOTA
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179

Methodology1 result

  • Metric LearningonCARS196
    R@1· 2021-08-25
    89.5
    best: 98.2 (Unicom+ViT-L@336px)
    Recall@k Surrogate Loss with Large Batches and Similarity MixuparXiv:2108.11179