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Models/RPTM

RPTM

Reported on 29 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Computer Vision29 results

  • Intelligent SurveillanceonVeRi-776
    Rank-1· 2021-10-15
    97.3
    best: 98 (MBR4B-LAI (w/ RK))
    SOTA
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVeRi-776
    Rank1· 2021-10-15
    97.3
    SOTA
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVeRi-776
    mAP· 2021-10-15
    88
    best: 92.1 (MBR4B-LAI (w/ RK))
    SOTA
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVeRi-776
    Rank-1· 2021-10-15
    97.3
    best: 98 (MBR4B-LAI (w/ RK))
    SOTA
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVeRi-776
    Rank1· 2021-10-15
    97.3
    SOTA
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVeRi-776
    mAP· 2021-10-15
    88
    best: 92.1 (MBR4B-LAI (w/ RK))
    SOTA
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Person Re-IdentificationonDukeMTMC-reID
    Rank-1· 2021-10-15
    93.5
    best: 95.6 (CTL Model (ResNet50, 256x128))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Person Re-IdentificationonDukeMTMC-reID
    Rank-5· 2021-10-15
    96.1
    best: 96.5 (Viewpoint-Aware Loss(RK))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Person Re-IdentificationonDukeMTMC-reID
    mAP· 2021-10-15
    89.2
    best: 97.1 (DenseIL)
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Large
    Rank-1· 2021-10-15
    92.9
    best: 94.7 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Large
    Rank-5· 2021-10-15
    96.3
    best: 97.1 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Large
    mAP· 2021-10-15
    80.5
    best: 80.9 (CAL)
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Medium
    Rank-1· 2021-10-15
    93.3
    best: 95.2 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Medium
    Rank-5· 2021-10-15
    96.5
    best: 97.2 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Medium
    mAP· 2021-10-15
    81.2
    best: 83.8 (CAL)
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVeRi-776
    Rank5· 2021-10-15
    98.4
    best: 99 (MBR4B-LAI (without re-ranking))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Small
    Rank-1· 2021-10-15
    95.5
    best: 96.2 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Small
    Rank-5· 2021-10-15
    97.4
    best: 98 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Intelligent SurveillanceonVehicleID Small
    mAP· 2021-10-15
    84.8
    best: 92.5 (MBR-4B (without RK))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Large
    Rank-1· 2021-10-15
    92.9
    best: 94.7 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Large
    Rank-5· 2021-10-15
    96.3
    best: 97.1 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Large
    mAP· 2021-10-15
    80.5
    best: 80.9 (CAL)
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Medium
    Rank-1· 2021-10-15
    93.3
    best: 95.2 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Medium
    Rank-5· 2021-10-15
    96.5
    best: 97.2 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Medium
    mAP· 2021-10-15
    81.2
    best: 83.8 (CAL)
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVeRi-776
    Rank5· 2021-10-15
    98.4
    best: 99 (MBR4B-LAI (without re-ranking))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Small
    Rank-1· 2021-10-15
    95.5
    best: 96.2 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Small
    Rank-5· 2021-10-15
    97.4
    best: 98 (Recall@k Surrogate loss (ViT-B/16))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933
  • Vehicle Re-IdentificationonVehicleID Small
    mAP· 2021-10-15
    84.8
    best: 92.5 (MBR-4B (without RK))
    Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification SystemsarXiv:2110.07933