Object Detection on Cityscapes Adaptation from SIM-10k (val)
58.5AP (Car)Oracle
Evaluation results
| Method | Links | |
|---|---|---|
| OracleBackbone=VGG-16, Short side=600 px2020.12 | 58.5 | |
| OracleBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 58.5 | |
| OracleSetting=Oracle, Backbone=VGG162024.07 | 58.5 | |
| PETSSetting=SFOD, Backbone=VGG162024.07 | 57.8 | |
| SF-UTSetting=SFOD, Backbone=VGG16-BN2024.07 | 55.4 | |
| O²netDetector=D-DETR2022.04 | 54.1 | |
| D-adaptDetector=Faster RCNN2022.04 | 53.2 | |
| OracleBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 53 | |
| SFADetector=D-DETR2022.04 | 52.6 | |
| KTNetDetector=FCOS2022.04 | 50.7 | |
| RPLSetting=SFOD, Backbone=VGG162024.07 | 50.1 | |
| VISGADetector=Faster RCNN2022.04 | 49.3 | |
| CDNSetting=UDAOD, Backbone=VGG162024.07 | 49.3 | |
| GPADetector=Faster RCNN2022.04 | 47.6 | |
| Deformable DETRDetector=D-DETR, Source-only=true2022.04 | 47.4 | |
| EPMDetector=FCOS2022.04 | 47.3 | |
| AdaBNSetting=SFOD, Backbone=VGG16-BN2024.07 | 46.9 | |
| MTORDetector=Faster RCNN2022.04 | 46.6 | |
| CR-SWDetector=Faster RCNN2022.04 | 46.2 | |
| RPADetector=Faster RCNN2022.04 | 45.7 | |
| LODSSetting=SFOD, Backbone=VGG162024.07 | 45.7 | |
| IRGAdaptation Type=SFDA2022.03 | 45.2 | |
| SCDADetector=Faster RCNN2022.04 | 45.1 | |
| MEGA CDAAdaptation Type=UDA2022.03 | 44.8 | |
| SWDADetector=Faster RCNN2022.04 | 44.6 | |
| A2SFODBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 44 | |
| A2SFODSetting=SFOD, Backbone=VGG162024.07 | 44 | |
| DivMatchDetector=Faster RCNN2022.04 | 43.9 | |
| SSA-DASD=true, SA=true2020.11 | 43.8 | |
| IRGSetting=SFOD, Backbone=ResNet502024.07 | 43.2 | |
| SFOD-MosaicBackbone=VGG-16, Short side=600 px, Threshold selection strategy=Ideal, Mosaic Data Augmentation=true2020.12 | 43.1 | |
| UMTBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 43.1 | |
| CR-DADetector=Faster RCNN2022.04 | 43.1 | |
| SFOD-MosaicBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 43.1 | |
| Unbiased DAAdaptation Type=UDA2022.03 | 43.1 | |
| UMTSetting=UDAOD, Backbone=VGG162024.07 | 43.1 | |
| SC-DA(Type3)type=32020.11 | 43 | |
| Noise LabellingBackbone=VGG-16, Short side=600 px2020.12 | 43 | |
| SCDABackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 43 | |
| Noise LabelingBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 43 | |
| Selective DAAdaptation Type=UDA2022.03 | 43 | |
| SFOD-MosaicBackbone=VGG-16, Short side=600 px, Threshold selection strategy=SED, Mosaic Data Augmentation=true2020.12 | 42.9 | |
| SFOD-MosaicAdaptation Type=SFDA2022.03 | 42.9 | |
| SED-MosaicSetting=SFOD, Backbone=VGG162024.07 | 42.9 | |
| Dense-DA(n=6)n=62020.11 | 42.8 | |
| ATFAdaptation Type=UDA2022.03 | 42.8 | |
| ATFSetting=UDAOD, Backbone=VGG162024.07 | 42.8 | |
| SCLBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 42.6 | |
| UMTscaBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 42.6 | |
| NLSetting=UDAOD, Backbone=InceptionV22024.07 | 42.6 | |
| SFODBackbone=VGG-16, Short side=600 px, Threshold selection strategy=Ideal2020.12 | 42.5 | |
| HTCNBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 42.5 | |
| FCOSDetector=FCOS, Source-only=true2022.04 | 42.5 | |
| HTCNBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 42.5 | |
| Robust DAAdaptation Type=UDA2022.03 | 42.5 | |
| HarmonizingAdaptation Type=UDA2022.03 | 42.5 | |
| SSA-DASD=false, SA=true2020.11 | 42.4 | |
| ESODSetting=SFOD, Backbone=ResNet1012024.07 | 42.4 | |
| SW-DA(γ=3)gamma=32020.11 | 42.3 | |
| SFODBackbone=VGG-16, Short side=600 px, Threshold selection strategy=SED2020.12 | 42.3 | |
| SFODAdaptation Type=SFDA2022.03 | 42.3 | |
| SEDSetting=SFOD, Backbone=VGG162024.07 | 42.3 | |
| AT-FasterBackbone=VGG-16, Short side=600 px2020.12 | 42.1 | |
| AT-FasterBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 42.1 | |
| SSA-DASD=true, SA=false2020.11 | 42 | |
| UMTscBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 42 | |
| DAFDetector=Faster RCNN2022.04 | 41.9 | |
| Cycle DAAdaptation Type=UDA2022.03 | 41.5 | |
| MAF2020.11 | 41.1 | |
| MAFBackbone=VGG-16, Short side=600 px2020.12 | 41.1 | |
| MAFBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 41.1 | |
| MAFBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 41.1 | |
| MAFAdaptation Type=UDA2022.03 | 41.1 | |
| UMTsBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 40.8 | |
| SOAPSetting=SFOD, Backbone=VGG162024.07 | 40.8 | |
| WDBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 40.6 | |
| SW-DA2020.11 | 40.1 | |
| SWDABackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 40.1 | |
| SW-FasterBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 40.1 | |
| Strong-WeakAdaptation Type=UDA2022.03 | 40.1 | |
| Mean-teacherAdaptation Type=SFDA2022.03 | 39.7 | |
| Pseudo-LabelSetting=UDAOD, Backbone=InceptionV22024.07 | 39.1 | |
| DA-Faster2020.11 | 39 | |
| DA-FasterBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 38.97 | |
| DA FasterAdaptation Type=UDA2022.03 | 38.9 | |
| DA-FasterSetting=UDAOD, Backbone=VGG162024.07 | 38.9 | |
| DA-FasterBackbone=VGG-16, Short side=600 px2020.12 | 38.5 | |
| DA-FasterBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 38.5 | |
| Faster RCNNDetector=Faster RCNN, Source-only=true2022.04 | 34.6 | |
| Source-only2020.11 | 34.3 | |
| Source OnlyBackbone=VGG16, Detector=Faster RCNN, Pre-trained=ImageNet2020.03 | 34.3 | |
| Source onlyBackbone=VGG-16, Short side=600 px2020.12 | 33.7 | |
| Source onlyBackbone=VGG-16, Architecture=Faster-RCNN, Pre-trained=ImageNet, Evaluation Protocol=IoU threshold: 0.52023.01 | 33.7 | |
| Source OnlyAdaptation Type=S2022.03 | 32 | |
| BDC-Faster2020.11 | 31.8 | |
| Source-onlySetting=Source-only, Backbone=VGG16-BN2024.07 | 31.5 | |
| Source-onlySetting=Source-only, Backbone=VGG162024.07 | 31 |