Object Detection on Comic2k (test)
73.65mAPXL Model w/ All Images
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| XL Model w/ All ImagesSupervision Type=FS, Training Images=All, Model Architecture=XL2022.11 | 73.65 | — | — | — | — | — | — | — | |
| Train w/ All ImagesSupervision Type=FS, Training Images=All2022.11 | 71.66 | — | — | — | — | — | — | — | |
| Train w/ 512 ImagesSupervision Type=FS, Training Images=5122022.11 | 71.05 | — | — | — | — | — | — | — | |
| Inoue et al.Supervision Type=FS2022.11 | 70.1 | — | — | — | — | — | — | — | |
| Train w/ 256 ImagesSupervision Type=FS, Training Images=2562022.11 | 69.96 | — | — | — | — | — | — | — | |
| Train w/ 64 ImagesSupervision Type=FS, Training Images=642022.11 | 68.36 | — | — | — | — | — | — | — | |
| Teacher-StudentSupervision Type=SS2022.11 | 67.41 | — | — | — | — | — | — | — | |
| H2FA R-CNNSupervision Type=WS2022.11 | 66.8 | — | — | — | — | — | — | — | |
| DASS-DetectorSetting=Unsupervised domain adaptation object detection, extra_data=true2023.09 | 64.2 | — | — | — | — | — | — | — | |
| Inoue et al.Supervision Type=WS2022.11 | 57.3 | — | — | — | — | — | — | — | |
| All StylesSupervision Type=NS2022.11 | 56.8 | — | — | — | — | — | — | — | |
| D-adaptSupervision Type=SS2022.11 | 53.5 | — | — | — | — | — | — | — | |
| Ideal caseBase Detector=SSD300, Evaluation Mode=Upper-bound / Supervised2018.03 | 46.4 | 55.9 | 26.8 | 40.4 | 42.3 | 43 | 70.1 | — | |
| H2FA R-CNNSetting=Cross domain weakly supervised object detection2023.09 | 46.4 | — | — | — | — | — | — | — | |
| MILABackbone=ResNet-1012023.09 | 44.6 | 59.1 | 28.5 | 49.8 | 28.3 | 35.7 | 66.3 | — | |
| OracleBackbone=ResNet-1012023.09 | 44.6 | 44.2 | 35.3 | 31.9 | 46.2 | 40.9 | 70.9 | — | |
| CLIP the gapSetting=Single Domain Generalization (SGD)2023.09 | 43.4 | — | — | — | — | — | — | — | |
| DT+PL (+extra)Base Detector=SSD300, Domain Transfer=true, Pseudo-Labeling=true, Use Extra Data=true2018.03 | 42.2 | 56.6 | 24 | 40.7 | 35.8 | 39 | 57.3 | — | |
| PLGESetting=Cross domain weakly supervised object detection2023.09 | 41.7 | — | — | — | — | — | — | — | |
| D-AdaptBackbone=ResNet-1012023.09 | 40.5 | 52.4 | 25.4 | 42.3 | 43.7 | 25.7 | 53.5 | — | |
| DT+PLBase Detector=SSD300, Domain Transfer=true, Pseudo-Labeling=true2018.03 | 37.2 | 55.2 | 18.5 | 38.2 | 22.9 | 34.1 | 54.5 | — | |
| ICCMSetting=Cross domain weakly supervised object detection2023.09 | 37.1 | — | — | — | — | — | — | — | |
| PL (+extra)Base Detector=SSD300, Pseudo-Labeling=true, Use Extra Data=true2018.03 | 36.9 | 53.4 | 19 | 35 | 30 | 30.5 | 53.7 | — | |
| OursSource Domain=PASCAL VOC, n=32019.05 | 34.5 | — | — | — | — | — | — | — | |
| MCARMultilabel-Conditional adversary (MC)=true, Prediction based Regularization (PR)=true2020.03 | 33.5 | 47.9 | 20.5 | 37.4 | 20.6 | 24.5 | 50.2 | — | |
| MCARSetting=Unsupervised domain adaptation object detection2023.09 | 33.5 | — | — | — | — | — | — | — | |
| MCARBackbone=ResNet-1012023.09 | 33.5 | 49.7 | 20.5 | 37.4 | 20.6 | 24.5 | 53.6 | — | |
| TADP TextualInversionModification=MTI(P)2023.09 | 33.2 | — | — | — | — | — | — | 57.4 | |
| PLBase Detector=SSD300, Pseudo-Labeling=true2018.03 | 32.9 | 52.9 | 13.7 | 35.3 | 16.2 | 28.9 | 50.8 | — | |
| TADP DreamBoothModification=MDB(P)2023.09 | 32.9 | — | — | — | — | — | — | 56.9 | |
| MCARMultilabel-Conditional adversary (MC)=true, Prediction based Regularization (PR)=false2020.03 | 32.6 | 40.9 | 22.5 | 30.3 | 23.7 | 24.7 | 53.6 | — | |
| TADP UnrelatedDomainModification=Mud(P)2023.09 | 32 | — | — | — | — | — | — | 55.9 | |
| TADP simpleModification=M_simple(P)2023.09 | 31.9 | — | — | — | — | — | — | 56.6 | |
| TADP Nearby DomainModification=Mnd(P)2023.09 | 31.8 | — | — | — | — | — | — | 56.4 | |
| TADP nullModification=M_null(P)2023.09 | 31.1 | — | — | — | — | — | — | 57.4 | |
| I3Netvariant=Full2021.03 | 30.1 | 47.5 | 19.9 | 33.2 | 11.4 | 19.4 | 49.1 | — | |
| DTBase Detector=SSD300, Domain Transfer=true2018.03 | 29.8 | 43.6 | 13.6 | 30.2 | 16 | 26.9 | 48.3 | — | |
| SW-DA2020.03 | 29.4 | 36.4 | 21.8 | 29.8 | 15.1 | 23.5 | 49.6 | — | |
| SWADABackbone=ResNet-1012023.09 | 29.4 | 36.4 | 21.8 | 29.8 | 15.1 | 23.5 | 49.6 | — | |
| I3Netvariant=w/o COPM2021.03 | 28.9 | 47.1 | 14.5 | 32.3 | 7.1 | 20.3 | 51.8 | — | |
| I3Netvariant=w/o DCBR2021.03 | 28.5 | 44.2 | 14 | 35.1 | 6.5 | 19.3 | 51.7 | — | |
| I3Netvariant=w/o RJCA2021.03 | 28.3 | 45 | 12.1 | 33.9 | 8 | 20.1 | 50.5 | — | |
| HTCN+2021.03 | 27.8 | 50.3 | 15 | 27.1 | 9.4 | 18.9 | 46.2 | — | |
| SWDA+2021.03 | 27.6 | 47.4 | 12.9 | 29.5 | 12.7 | 19.1 | 44.1 | — | |
| BSR+WST2021.03 | 26.8 | 50.6 | 13.6 | 31 | 7.5 | 16.4 | 41.4 | — | |
| BSR2021.03 | 25.5 | 45.2 | 15.8 | 26.3 | 9.9 | 15.8 | 39.7 | — | |
| WST2021.03 | 25.4 | 45.7 | 9.3 | 30.4 | 9.1 | 10.9 | 46.9 | — | |
| EnsembleBase Detector=SSD3002018.03 | 25.3 | 44 | 10 | 19.4 | 14.5 | 20.7 | 42.9 | — | |
| BaselineBase Detector=SSD3002018.03 | 24.9 | 43.9 | 10 | 19.4 | 12.9 | 20.3 | 42.6 | — | |
| ADDABase Detector=SSD3002018.03 | 23.8 | 39.5 | 9.8 | 17.2 | 12.7 | 20.4 | 43.3 | — | |
| ADDASetting=Unsupervised domain adaptation object detection2023.09 | 23.8 | — | — | — | — | — | — | — | |
| DTSource Domain=PASCAL VOC2019.05 | 23.5 | — | — | — | — | — | — | — | |
| DAFSource Domain=PASCAL VOC, variant=Img2019.05 | 23.2 | — | — | — | — | — | — | — | |
| DANN2021.03 | 22.5 | 33.3 | 11.3 | 19.7 | 13.4 | 19.6 | 37.4 | — | |
| Source Onlysource_domain=PASCAL VOC2021.03 | 21.9 | 43.3 | 9.4 | 23.6 | 9.8 | 10.9 | 34.2 | — | |
| BaselineSource Domain=PASCAL VOC2019.05 | 21.4 | — | — | — | — | — | — | — | |
| DA-Faster2020.03 | 21.2 | 31.1 | 10.3 | 15.5 | 12.4 | 19.3 | 39 | — | |
| DA-FasterBackbone=ResNet-1012023.09 | 21.2 | 31.1 | 10.3 | 15.5 | 12.4 | 19.3 | 39 | — | |
| Source-only2020.03 | 19.7 | 32.5 | 12 | 21.1 | 10.4 | 12.4 | 29.9 | — | |
| SourceBackbone=ResNet-1012023.09 | 19.7 | 32.5 | 12 | 21.1 | 10.4 | 12.4 | 29.9 | — | |
| WSDDNBase Detector=SSD3002018.03 | 5.6 | 1.5 | 0.1 | 11.9 | 6.9 | 1.4 | 12.1 | — | |
| CLNetBase Detector=SSD3002018.03 | 3.8 | 0 | 0 | 2 | 4.7 | 1.2 | 14.9 | — | |
| DBGLSetting=Unsupervised Domain Adaptation (UDA)2024.05 | — | — | — | — | — | — | — | 29.7 | |
| DeticBaseline=true2024.01 | — | — | — | — | — | — | — | 51.2 | |
| DivAlignSetting=Single-source Domain Generalization (Single-DGOD)2024.05 | — | — | — | — | — | — | — | 32.2 | |
| HCLUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | 52.3 | |
| HCLUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | 53.7 | |
| IRG-SFDAUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | 50.4 | |
| IRG-SFDAUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | 52 | |
| KGDUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | 55.6 | |
| MTUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | 49.8 | |
| MTUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | 51.1 | |
| SFODUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | 50.1 | |
| SFODUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | 51.8 | |
| SHOTUse WordNet and CLIP=false2024.01 | — | — | — | — | — | — | — | 50.4 | |
| SHOTUse WordNet and CLIP=true2024.01 | — | — | — | — | — | — | — | 52.1 | |
| SWDASetting=Unsupervised Domain Adaptation (UDA)2024.05 | — | — | — | — | — | — | — | 27.4 |