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Models/ANet

ANet

Reported on 52 benchmarks across 3 tasks · 1 paper · 38 SOTA

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

Computer Vision50 results

Intelligent SurveillanceonVeRi-Wild Large
Rank1· 2021-02-07
92.5
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-Wild Large
Rank5· 2021-02-07
97.2
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-Wild Large
mAP· 2021-02-07
75.9
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Large
Rank1· 2021-02-07
80.5
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Large
Rank5· 2021-02-07
94.6
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-Wild Medium
Rank1· 2021-02-07
95.2
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-Wild Medium
Rank5· 2021-02-07
98.3
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-Wild Medium
mAP· 2021-02-07
82.5
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Medium
Rank1· 2021-02-07
82.8
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Medium
Rank5· 2021-02-07
96.2
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-776
Rank-1· 2021-02-07
96.8
best: 98 (MBR4B-LAI (w/ RK))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-776
Rank1· 2021-02-07
96.8
best: 97.3 (RPTM)
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-776
Rank5· 2021-02-07
98.4
best: 99 (MBR4B-LAI (without re-ranking))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Small
Rank-5· 2021-02-07
97.8
best: 98 (Recall@k Surrogate loss (ViT-B/16))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Small
Rank1· 2021-02-07
87.9
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Small
Rank5· 2021-02-07
97.8
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-Wild Small
Rank1· 2021-02-07
96.5
best: 96.6 (MBR-4B (without RK))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-Wild Small
Rank5· 2021-02-07
99.2
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-Wild Small
mAP· 2021-02-07
86.9
best: 88.9 (MBR-4B (without RK))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Large
Rank1· 2021-02-07
92.5
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Large
Rank5· 2021-02-07
97.2
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Large
mAP· 2021-02-07
75.9
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Large
Rank1· 2021-02-07
80.5
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Large
Rank5· 2021-02-07
94.6
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Medium
Rank1· 2021-02-07
95.2
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Medium
Rank5· 2021-02-07
98.3
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Medium
mAP· 2021-02-07
82.5
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Medium
Rank1· 2021-02-07
82.8
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Medium
Rank5· 2021-02-07
96.2
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-776
Rank-1· 2021-02-07
96.8
best: 98 (MBR4B-LAI (w/ RK))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-776
Rank1· 2021-02-07
96.8
best: 97.3 (RPTM)
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-776
Rank5· 2021-02-07
98.4
best: 99 (MBR4B-LAI (without re-ranking))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Small
Rank-5· 2021-02-07
97.8
best: 98 (Recall@k Surrogate loss (ViT-B/16))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Small
Rank1· 2021-02-07
87.9
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Small
Rank5· 2021-02-07
97.8
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Small
Rank1· 2021-02-07
96.5
best: 96.6 (MBR-4B (without RK))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Small
Rank5· 2021-02-07
99.2
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-Wild Small
mAP· 2021-02-07
86.9
best: 88.9 (MBR-4B (without RK))
SOTA
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Large
Rank-1· 2021-02-07
80.5
best: 94.7 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Large
Rank-5· 2021-02-07
94.6
best: 97.1 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Medium
Rank-1· 2021-02-07
82.8
best: 95.2 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Medium
Rank-5· 2021-02-07
96.2
best: 97.2 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVeRi-776
mAP· 2021-02-07
81.2
best: 92.1 (MBR4B-LAI (w/ RK))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Intelligent SurveillanceonVehicleID Small
Rank-1· 2021-02-07
87.9
best: 96.2 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Large
Rank-1· 2021-02-07
80.5
best: 94.7 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Large
Rank-5· 2021-02-07
94.6
best: 97.1 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Medium
Rank-1· 2021-02-07
82.8
best: 95.2 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Medium
Rank-5· 2021-02-07
96.2
best: 97.2 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVeRi-776
mAP· 2021-02-07
81.2
best: 92.1 (MBR4B-LAI (w/ RK))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898
Vehicle Re-IdentificationonVehicleID Small
Rank-1· 2021-02-07
87.9
best: 96.2 (Recall@k Surrogate loss (ViT-B/16))
AttributeNet: Attribute Enhanced Vehicle Re-Identification arXiv:2102.03898

Natural Language Processing2 results

Question AnsweringonSQuAD2.0
EM
90.081
best: 90.939 (IE-Net (ensemble))
Question AnsweringonSQuAD2.0
F1
92.457
best: 93.214 (IE-Net (ensemble))