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PIE

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image EditingPIE Bench
PSNR29.89
25
Image EditingPIE
Distance11.65
18
Multi-view ClassificationPIE
Accuracy (PIE)97.94
16
Pedestrian crossing intention predictionPIE set03 (test)
Accuracy94
16
Multi-view ClassificationPIE (test)
Accuracy95
14
Multi-view ClassificationPIE
ECE52.5
11
Pedestrian Trajectory PredictionPIE 1.0s prediction (test)
ADE7.72
10
Trajectory PredictionPIE
ADE (1.5s)102
9
Subspace ClusteringPIE
Clustering Accuracy52.98
9
ClassificationPIE (test)
Accuracy93.8
8
Open Set Domain AdaptationPIE average of tasks
Acc (OS*)66.4
7
Non-rigid image editingPIE benchmark
Distance6.12
6
Multi-view ClassificationPIE in-domain (test)
Accuracy (Test)92.06
6
Trajectory PredictionPIE
MSE @ 0.5s19
5
Image EditingPIE (test)
LPIPS0.078
5
Trajectory PredictionPIE (test)
MSE (0.5s)34
5
Pedestrian Trajectory PredictionPIE 1.5s prediction (test)
ADE13.01
4
ClassificationPIE
Training Speed-up (x)2.88
1
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