Image Retrieval on Oxford105k (test)
95.2mAPProposed diffusion w/ late fusion
Evaluation Results
| Method | Links | |
|---|---|---|
| Proposed diffusion w/ late fusionFeature=R-MAC (ResNet), Global=true, Regional=true2018.11 | 95.2 | |
| Proposed diffusionFeature=R-MAC (ResNet), Global=false, Regional=true2018.11 | 94.8 | |
| Iscen's diffusionFeature=R-MAC (ResNet), Global=true, Regional=true2018.11 | 94.2 | |
| Proposed diffusionFeature=R-MAC (ResNet), Global=true, Regional=false2018.11 | 91.8 | |
| Proposed diffusion w/ late fusionFeature=R-MAC (VGG), Global=true, Regional=true2018.11 | 91.2 | |
| Iscen's diffusionFeature=R-MAC (VGG), Global=true, Regional=true2018.11 | 90.3 | |
| GeM+alphaQENet=VGG, F-tuned=yes, Dim=5122017.11 | 89.6 | |
| R-match + AQEFeature=R-MAC (ResNet), Global=false, Regional=true2018.11 | 89.6 | |
| GeM+alphaQENet=Res, F-tuned=yes, Dim=20482017.11 | 89.5 | |
| R-MAC+QENet=Res, F-tuned=yes, Dim=20482017.11 | 89.4 | |
| Proposed diffusionFeature=R-MAC (VGG), Global=false, Regional=true2018.11 | 88.6 | |
| k-NN + AQEFeature=R-MAC (ResNet), Global=true, Regional=false2018.11 | 88.3 | |
| Iscen's diffusionFeature=R-MAC (ResNet), Global=true, Regional=false2018.11 | 87.4 | |
| R-MAC+QENet=VGG, F-tuned=yes, Dim=5122017.11 | 87.3 | |
| Proposed diffusionFeature=R-MAC (VGG), Global=true, Regional=false2018.11 | 86.8 | |
| R-matchFeature=R-MAC (ResNet), Global=false, Regional=true2018.11 | 85.7 | |
| GeMNet=Res, F-tuned=yes, Dim=20482017.11 | 84.6 | |
| HQENet=n/a, F-tuned=n/a, Dim=n/a2017.11 | 84 | |
| GeMNet=VGG, F-tuned=yes, Dim=5122017.11 | 83.3 | |
| R-MACNet=Res, F-tuned=yes, Dim=20482017.11 | 82.8 | |
| Iscen's diffusionFeature=R-MAC (VGG), Global=true, Regional=false2018.11 | 82.7 | |
| k-NN searchFeature=R-MAC (ResNet), Global=true, Regional=false2018.11 | 80.8 | |
| k-NN + AQEFeature=R-MAC (VGG), Global=true, Regional=false2018.11 | 79.7 | |
| Mikulik et al. (2013)2015.11 | 79.5 | |
| BoW-fVocab+R+QENet=n/a, F-tuned=n/a, Dim=n/a2017.11 | 79.5 | |
| R-MACNet=VGG, F-tuned=yes, Dim=5122017.11 | 78.6 | |
| R-match + AQEFeature=R-MAC (VGG), Global=false, Regional=true2018.11 | 78.6 | |
| Chum et al. (2011)2015.11 | 76.7 | |
| Danfeng et al. (2011)2015.11 | 76.7 | |
| BoW+R+QENet=n/a, F-tuned=n/a, Dim=n/a2017.11 | 76.7 | |
| Fisher VectorNet=VGG, F-tuned=yes, Dim=5122017.11 | 76.6 | |
| R-matchFeature=R-MAC (VGG), Global=false, Regional=true2018.11 | 76.5 | |
| R-MAC+QENet=Res, F-tuned=no, Dim=20482017.11 | 75.5 | |
| MACDimensionality=512, Backbone=VGG, Training Protocol=Fine-tuned, Query Cropping=Crop X2016.04 | 75.1 | |
| Tolias et al. (2015)2015.11 | 75 | |
| R-MAC+AML+QE2015.11 | 73.2 | |
| R-MAC+R+QENet=VGG, F-tuned=no, Dim=5122017.11 | 73.2 | |
| Shen et al. (2014)2015.11 | 72.9 | |
| k-NN searchFeature=R-MAC (VGG), Global=true, Regional=false2018.11 | 72.1 | |
| CroW+QENet=VGG, F-tuned=no, Dim=5122017.11 | 70.6 | |
| R-MACDimensionality=128, Backbone=VGG, Training Protocol=Fine-tuned, Query Cropping=Crop X2016.04 | 69.7 | |
| MACDimensionality=128, Backbone=VGG, Training Protocol=Fine-tuned, Query Cropping=Crop2016.04 | 68.6 | |
| CroWNet=VGG, F-tuned=no, Dim=5122017.11 | 65.3 | |
| BOW-CNN+R+QENet=VGG, F-tuned=no, Dim=n/a2017.11 | 65.1 | |
| R-MACNet=Res, F-tuned=no, Dim=20482017.11 | 63.7 | |
| R-MACD=5122015.11 | 61.6 | |
| R-MACNet=VGG, F-tuned=no, Dim=5122017.11 | 61.6 | |
| SPOCNet=VGG, F-tuned=no, Dim=5122017.11 | 61.1 | |
| BoW-CNNNet=VGG, F-tuned=no, Dim=n/a2017.11 | 59.3 | |
| Babenko et al. (2014)D=1282015.11 | 52.3 | |
| Jégou & Zisserman (2014)D=10242015.11 | 50.2 | |
| Babenko & Lempitsky (2015)D=2562015.11 | 50.1 | |
| Razavian et al. (2014b)D=2562015.11 | 48.9 | |
| MACNet=VGG, F-tuned=no, Dim=5122017.11 | 47.8 | |
| R-MACD=2562015.11 | 47 | |
| Jégou & Zisserman (2014)D=1282015.11 | 35.3 |