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D

Benchmarks

Task NameDataset NameSOTA ResultTrend
Rerouting MitigationD (test)
Gray-box ASR100
24
Dynamic Object DetectionD³ (Full)
Intra-scenario mAP22.5
20
Rerouting DetectionD (test)
Accuracy100
16
Dynamic Object DetectionD³ (Present)
mAP (Intra-scenario)23.7
10
Referring Expression ComprehensionD³ ABS v1.0
Accuracy (s)26
10
Referring Expression ComprehensionD³ PRES v1.0
Accuracy (short)21.9
10
Referring Expression ComprehensionD³ FULL v1.0
Accuracy (Short)22.9
10
Motion trackingD small retargeted and filtered (train)
Empkpe45.45
7
Triplet extractionD20b 14lap 2020
Precision (%)61.41
6
3D Gate Pose EstimationD Real-world (test)
MSE XYZ (cm)44.7
5
Generative Correction of Physical ViolationsD hard (test)
Optics Correction Success Rate96.4
5
Aspect-Based Sentiment AnalysisD 14lap 17
AE (Aspect Extraction)83.52
5
Aspect-Based Sentiment AnalysisD17 14res
AE87.07
5
Aspect-Opinion ExtractionD 16res 2019
Precision89.22
5
Aspect-Opinion ExtractionD 15res 2019
Precision80.12
5
Aspect-Opinion ExtractionD19 14lap
Precision83.11
5
Nudity RemovalD_f (forget set)
Female Genitalia Count0
4
QoS PredictionD2.4
Mean Absolute Error (MAE)2.8671
3
QoS PredictionD 2.3
MAE3.3071
3
QoS PredictionD 2.2
MAE3.5486
3
QoS PredictionD 2.1
MAE3.9693
3
QoS PredictionD 1.4
MAE0.5256
3
QoS PredictionD 1.3
MAE0.6133
3
QoS PredictionD 1.2
MAE0.6765
3
QoS PredictionD 1.1
MAE0.8453
3
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