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Visual Emotion Distribution Learning on Twitter_LDL (test)

0.22Chebyshev DistanceEmotion Circle (Ours)
0.20360.31430.4250.5357Jun 23, 2021

Evaluation results

MethodLinks
Emotion Circle (Ours)Category=CNN-based, Backbone=ResNet-50, Loss Function=Progressive Circular loss2021.060.220.840.760.440.89721.578
E-GCNCategory=CNN-based, Backbone=ResNet-502021.060.240.850.780.460.87703.876
JCDLCategory=CNN-based, Backbone=ResNet-502021.060.250.830.760.530.85683.276
SSDLCategory=CNN-based, Backbone=ResNet-502021.060.250.840.760.510.86692.877
DLDLCategory=CNN-based, Backbone=ResNet-502021.060.260.840.770.540.83655.273
ACPNNCategory=CNN-based, Backbone=ResNet-502021.060.270.840.780.580.84646.574
AA-kNNCategory=Algorithm Adaptation (AA)2021.060.280.580.413.890.82665.873
SA-IISCategory=Specialized Algorithms (SA)2021.060.280.860.790.640.82638.570
CNNRCategory=CNN-based, Backbone=ResNet-502021.060.280.850.760.670.8258674
SA-CPNNCategory=Specialized Algorithms (SA)2021.060.360.850.780.850.75569.370
AA-BPCategory=Algorithm Adaptation (AA)2021.060.370.890.841.190.715910.872
SA-BFGSCategory=Specialized Algorithms (SA)2021.060.370.890.841.190.715711.257
PT-BayesCategory=Problem Transformation (PT)2021.060.530.850.771.310.534010.745
PT-SVMCategory=Problem Transformation (PT)2021.060.630.910.881.650.252113.840