Image Retrieval on Paris6k (test)
97.8mAPProposed diffusion w/ late fusion
Evaluation Results
| Method | Links | |
|---|---|---|
| Proposed diffusion w/ late fusionFeature=R-MAC (ResNet), Global=true, Regional=true2018.11 | 97.8 | |
| Proposed diffusionFeature=R-MAC (ResNet), Global=false, Regional=true2018.11 | 97.6 | |
| Proposed diffusionFeature=R-MAC (ResNet), Global=true, Regional=false2018.11 | 97.1 | |
| Iscen's diffusionFeature=R-MAC (ResNet), Global=true, Regional=true2018.11 | 96.9 | |
| Iscen's diffusionFeature=R-MAC (ResNet), Global=true, Regional=false2018.11 | 96.5 | |
| Iscen's diffusionFeature=R-MAC (VGG), Global=true, Regional=true2018.11 | 96.5 | |
| Proposed diffusion w/ late fusionFeature=R-MAC (VGG), Global=true, Regional=true2018.11 | 96.1 | |
| R-MAC+QENet=Res, F-tuned=yes, Dim=20482017.11 | 96 | |
| GeM+alphaQENet=Res, F-tuned=yes, Dim=20482017.11 | 95.5 | |
| R-match + AQEFeature=R-MAC (ResNet), Global=false, Regional=true2018.11 | 95.5 | |
| k-NN + AQEFeature=R-MAC (ResNet), Global=true, Regional=false2018.11 | 95.3 | |
| R-matchFeature=R-MAC (ResNet), Global=false, Regional=true2018.11 | 94.9 | |
| Proposed diffusionFeature=R-MAC (VGG), Global=true, Regional=false2018.11 | 94.7 | |
| R-MACNet=Res, F-tuned=yes, Dim=20482017.11 | 94.5 | |
| Iscen's diffusionFeature=R-MAC (VGG), Global=true, Regional=false2018.11 | 94.1 | |
| Proposed diffusionFeature=R-MAC (VGG), Global=false, Regional=true2018.11 | 93.9 | |
| k-NN searchFeature=R-MAC (ResNet), Global=true, Regional=false2018.11 | 93.8 | |
| GeMNet=Res, F-tuned=yes, Dim=20482017.11 | 92.7 | |
| GeM+alphaQENet=VGG, F-tuned=yes, Dim=5122017.11 | 91.9 | |
| R-MAC+QENet=VGG, F-tuned=yes, Dim=5122017.11 | 91.2 | |
| R-MAC+QENet=Res, F-tuned=no, Dim=20482017.11 | 89.7 | |
| k-NN + AQEFeature=R-MAC (VGG), Global=true, Regional=false2018.11 | 88.4 | |
| GeMNet=VGG, F-tuned=yes, Dim=5122017.11 | 87.7 | |
| R-MACNet=VGG, F-tuned=yes, Dim=5122017.11 | 87.1 | |
| R-match + AQEFeature=R-MAC (VGG), Global=false, Regional=true2018.11 | 87 | |
| R-MAC+AML+QE2015.11 | 86.5 | |
| R-MAC+R+QENet=VGG, F-tuned=no, Dim=5122017.11 | 86.5 | |
| R-matchFeature=R-MAC (VGG), Global=false, Regional=true2018.11 | 86.1 | |
| R-MACNet=Res, F-tuned=no, Dim=20482017.11 | 85.2 | |
| R-MACDimensionality=512, Backbone=VGG, Training Protocol=Fine-tuned, Query Cropping=Crop X2016.04 | 85 | |
| CroW+QENet=VGG, F-tuned=no, Dim=5122017.11 | 84.8 | |
| BOW-CNN+R+QENet=VGG, F-tuned=no, Dim=n/a2017.11 | 84.8 | |
| k-NN searchFeature=R-MAC (VGG), Global=true, Regional=false2018.11 | 84.5 | |
| HesAffNet-RootSIFTRetrieval Pipeline=+SV+QE(8)2017.11 | 83.5 | |
| HesAffNet-HardNet++Retrieval Pipeline=+SV+QE(15)2017.11 | 83.3 | |
| HesAffNet-HardNet++Retrieval Pipeline=+SV+QE(8)2017.11 | 83.3 | |
| R-MACD=5122015.11 | 83 | |
| R-MACNet=VGG, F-tuned=no, Dim=5122017.11 | 83 | |
| HQENet=n/a, F-tuned=n/a, Dim=n/a2017.11 | 82.8 | |
| Mikulik et al. (2013)2015.11 | 82.4 | |
| Fisher VectorNet=VGG, F-tuned=yes, Dim=5122017.11 | 82.4 | |
| BoW-fVocab+R+QENet=n/a, F-tuned=n/a, Dim=n/a2017.11 | 82.4 | |
| BoW-CNNNet=VGG, F-tuned=no, Dim=n/a2017.11 | 82 | |
| HesAffNet-RootSIFTRetrieval Pipeline=+SV+QE(15)2017.11 | 81.7 | |
| ImageNet labelsBackbone=VGG-16, Retrieval Method=R-MAC, Resolution=1024, Grid levels=3, Sobel filtering=true2018.07 | 81.5 | |
| Chum et al. (2011)2015.11 | 80.5 | |
| BoW+R+QENet=n/a, F-tuned=n/a, Dim=n/a2017.11 | 80.5 | |
| Danfeng et al. (2011)2015.11 | 80.3 | |
| HesAff-HardNet++Retrieval Pipeline=+SV+QE(8)2017.11 | 79.9 | |
| CroWNet=VGG, F-tuned=no, Dim=5122017.11 | 79.7 | |
| NetVLADNet=VGG, F-tuned=yes, Dim=40962017.11 | 79.7 | |
| HesAffNetLess-HardNet++Retrieval Pipeline=+SV+QE(8)2017.11 | 79.2 | |
| HesAff-HardNet++Retrieval Pipeline=+SV+QE(15)2017.11 | 79.1 | |
| HesAffNetLess-HardNet++Retrieval Pipeline=+SV+QE(15)2017.11 | 79.1 | |
| SPOCNet=VGG, F-tuned=no, Dim=5122017.11 | 78.2 | |
| MACDimensionality=128, Backbone=VGG, Training Protocol=Fine-tuned, Query Cropping=Crop2016.04 | 77.6 | |
| NetVLADNet=VGG, F-tuned=no, Dim=40962017.11 | 77.4 | |
| HesAff-RootSIFTRetrieval Pipeline=+SV+QE(8)2017.11 | 77.4 | |
| Tolias et al. (2015)2015.11 | 77 | |
| HesAff-RootSIFTRetrieval Pipeline=+SV+QE(15)2017.11 | 76.4 | |
| NetVLADNet=VGG, F-tuned=yes, Dim=5122017.11 | 74.9 | |
| HesAffNet-TFeat-M*Retrieval Pipeline=+SV+QE(8)2017.11 | 74.8 | |
| CroWDimensionality=128, Backbone=VGG, Training Protocol=Off-the-shelf, Query Cropping=Crop2016.04 | 74.6 | |
| Shen et al. (2014)2015.11 | 74.1 | |
| HesAffNet-HardNet++Retrieval Pipeline=+SV2017.11 | 73.4 | |
| R-MACD=2562015.11 | 72.9 | |
| MACNet=VGG, F-tuned=no, Dim=5122017.11 | 72.3 | |
| HesAffNet-TFeat-M*Retrieval Pipeline=+SV+QE(15)2017.11 | 72 | |
| DeepClusterBackbone=VGG-16, Retrieval Method=R-MAC, Resolution=1024, Grid levels=3, Sobel filtering=true2018.07 | 72 | |
| HesAffNet-RootSIFTRetrieval Pipeline=+SV2017.11 | 71.2 | |
| HesAff-HardNet++Retrieval Pipeline=+SV2017.11 | 70.3 | |
| HesAff-TFeat-M*Retrieval Pipeline=+SV+QE(8)2017.11 | 69.7 | |
| HesAffNetLess-HardNet++Retrieval Pipeline=+SV2017.11 | 68.7 | |
| Razavian et al. (2014b)D=2562015.11 | 67 | |
| HesAffNet-HardNet++Retrieval Pipeline=BoW2017.11 | 65.7 | |
| HesAff-TFeat-M*Retrieval Pipeline=+SV+QE(15)2017.11 | 65.3 | |
| HesAff-HardNet++Retrieval Pipeline=BoW2017.11 | 65 | |
| HesAff-RootSIFTRetrieval Pipeline=+SV2017.11 | 63.7 | |
| HesAffNet-RootSIFTRetrieval Pipeline=BoW2017.11 | 63.5 | |
| HesAffNetLess-HardNet++Retrieval Pipeline=BoW2017.11 | 62 | |
| HesAff-RootSIFTRetrieval Pipeline=BoW2017.11 | 59.3 | |
| HesAffNet-TFeat-M*Retrieval Pipeline=+SV2017.11 | 58.1 | |
| Wang et al.Backbone=VGG-16, Retrieval Method=R-MAC, Resolution=1024, Grid levels=3, Sobel filtering=false2018.07 | 58 | |
| Doersch et al.Backbone=VGG-16, Retrieval Method=R-MAC, Resolution=1024, Grid levels=3, Sobel filtering=false2018.07 | 53.1 | |
| HesAff-TFeat-M*Retrieval Pipeline=+SV2017.11 | 51.8 | |
| HesAffNet-TFeat-M*Retrieval Pipeline=BoW2017.11 | 50.6 | |
| HesAff-TFeat-M*Retrieval Pipeline=BoW2017.11 | 43.8 | |
| RandomBackbone=VGG-16, Retrieval Method=R-MAC, Resolution=1024, Grid levels=3, Sobel filtering=true2018.07 | 22 |