Dynamic Texture Recognition on UCLA Dataset
100Accuracy (50-class)MixSHMM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MixSHMMMethod Class=Model-based, Classifier=SVM, Video Size=160 x 110 x 752026.04 | 100 | 99.6 | 99.8 | |
| DFSMethod Class=Geometry-based, Classifier=SVM2026.04 | 100 | 97.5 | 98.75 | |
| HOGF2DMethod Class=Filter-based, Classifier=SVM, Video Size=160 x 110 x 752026.04 | 100 | 99.2 | 99.6 | |
| HOGF3DMethod Class=Filter-based, Classifier=SVM, Video Size=160 x 110 x 752026.04 | 100 | 99.55 | 99.78 | |
| DDLBPMethod Class=Local-feature-based, Classifier=SVM2026.04 | 100 | 98.4 | 99.2 | |
| RUBIGMethod Class=Local-feature-based, Classifier=SVM, Video Size=160 x 110 x 752026.04 | 100 | 99.2 | 99.6 | |
| MEMDPMethod Class=Local-feature-based, Classifier=SVM2026.04 | 100 | 98.9 | 99.45 | |
| DBRFMethod Class=Local-feature-based, Classifier=NN classifier2026.04 | 100 | 99 | 99.5 | |
| PI-LBPMethod Class=Learning-based, Classifier=Mixed (NN/SVM)2026.04 | 100 | 98.2 | 99.1 | |
| LP2DHMethod Class=Learning-based, Classifier=NN classifier2026.04 | 100 | 99.3 | 99.65 | |
| LP2DHMethod Class=Learning-based, Classifier=NN classifier, Video Size=160 x 110 x 752026.04 | 100 | 99.6 | 99.8 | |
| OTDLMethod Class=Learning-based, Classifier=SVM2026.04 | 99.8 | 98.2 | 99 | |
| STLSMethod Class=Geometry-based, Classifier=SVM, Video Size=160 x 110 x 752026.04 | 99.5 | 97.4 | 98.45 | |
| MBSIF-TOPMethod Class=Filter-based, Classifier=Mixed (SVM/NN)2026.04 | 99.5 | 98.75 | 99.13 | |
| B3DF SMCMethod Class=Filter-based, Classifier=NN classifier2026.04 | 99.5 | 98.85 | 99.18 | |
| AlexNetMethod Class=Learning-based, Classifier=deep learning model2026.04 | 99.5 | 98.05 | 98.78 | |
| DT-GoogleNetMethod Class=Learning-based, Classifier=deep learning model2026.04 | 99.5 | 98.35 | 98.93 | |
| FDTMethod Class=Optical-flow-based, Classifier=SVM2026.04 | 99 | 97.7 | 98.35 | |
| FD-MAPMethod Class=Optical-flow-based, Classifier=SVM2026.04 | 99 | 99.35 | 99.18 | |
| CVLBCMethod Class=Local-feature-based, Classifier=NN classifier2026.04 | 99 | 99.2 | 99.1 | |
| JVDLMethod Class=Model-based, Classifier=SVM2026.04 | 97.83 | — | — | |
| DL-PEGASOSMethod Class=Learning-based, Classifier=SVM2026.04 | 97.5 | 95.6 | 96.55 | |
| RNNsMethod Class=Learning-based, Classifier=NN classifier2026.04 | 97.05 | 98.54 | 97.8 | |
| HEM-DTMMethod Class=Model-based, Classifier=SVM2026.04 | 96.55 | — | — | |
| LBP-TOPMethod Class=Local-feature-based, Classifier=NN classifier2026.04 | 94.5 | 96 | 95.25 | |
| VLBPMethod Class=Local-feature-based, Classifier=NN classifier2026.04 | 89.5 | 96.3 | 92.9 | |
| DNGPMethod Class=Filter-based, Classifier=SVM2026.04 | — | 99.6 | — |