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Object Detection on PASCAL VOC Split 3

73.3Overall AP50DeFRCN
-2.72417.01336.7556.487Aug 20, 2021Jun 8, 2022Mar 27, 2023Jan 13, 2024Oct 31, 2024Aug 19, 2025Jun 8, 2026

Evaluation results

MethodLinks
DeFRCN# shots=102021.0873.3475151.334.7
DeFRCN# shots=52021.0872.446.2505132.3
DeFRCN# shots=32021.0870.945.148.850.529.2
TFA# shots=102021.0870.34548.951.625.4
DeFRCN# shots=22021.0869.54447.750.226
TFA# shots=52021.0869.144.147.851.322.8
TFA# shots=32021.0867.543.146.751.118.9
DeFRCN# shots=12021.086641.644.949.417.9
TFA# shots=22021.0865.641.845.350.715.1
TFA# shots=12021.0863.540.143.650.29.6
FSRW# shots=52021.0853.830.129.334.118
FRCN+ft# shots=102021.0853.133.135.23818.4
FSRW# shots=32021.0852.729.228.534.214.2
FSRW# shots=22021.0851.828.728.134.511.3
FRCN+ft# shots=52021.0851.732.434.438.514
FRCN+ft# shots=32021.0851.332.134.339.111.1
Proposal RefinementShot=102026.0650.3————
FRCN+ft# shots=22021.0850.231.333.539.18
FSRW# shots=12021.085027.526.834.56.7
FRCN+ft# shots=12021.0849.830.832.939.64.5
FsDet w/cosShot=102026.0649.8————
FsDet w/cosShot=52026.0649.5————
Proposal RefinementShot=52026.0648.7————
Meta R-CNNShot=102026.0648.1————
FsDet w/cos (Our Impl.)Shot=52026.0646.9————
FSRWShot=102026.0645.9————
FsDet w/cos (Our Impl.)Shot=102026.0645.2————
FRCN+ft-fullShot=102026.0645.1————
MetaDetShot=102026.0644.1————
MetaDetShot=52026.0643.9————
FRCN+ftShot=102026.0643.4————
FSRWShot=52026.0642.8————
FsDet w/cosShot=32026.0642.8————
Meta R-CNNShot=52026.0641.2————
YOLO-ft-fullShot=102026.0638.4————
FRCN-joint-ftShot=102026.0635.9————
FRCN+ft-fullShot=52026.0635————
FsDet w/cosShot=22026.0634.8————
Proposal RefinementShot=32026.0634.1————
FRCN-joint-ftShot=52026.0633.1————
FsDet w/cos (Our Impl.)Shot=32026.0633————
YOLO-ft-fullShot=52026.0632.2————
FRCN+ftShot=52026.0630.8————
FsDet w/cosShot=12026.0630.8————
Proposal RefinementShot=22026.0630.2————
MetaDetShot=32026.0629.4————
FsDet w/cos (Our Impl.)Shot=22026.0628.8————
FSRWShot=32026.0628.4————
Meta R-CNNShot=32026.0627.5————
FSRWShot=22026.0625.6————
MetaDetShot=22026.0623.9————
FSRWShot=12026.0621.3————
MetaDetShot=12026.0620.6————
FRCN+ft-fullShot=32026.0619.1————
FRCN-joint-ftShot=32026.0618.3————
Meta R-CNNShot=22026.0618.2————
FRCN+ftShot=32026.0618.1————
Proposal RefinementShot=12026.0615.6————
FsDet w/cos (Our Impl.)Shot=12026.0615.5————
FRCN-joint-ftShot=22026.0615.1————
YOLO-ft-fullShot=32026.0615————
FRCN-joint-ftShot=12026.0615————
Meta R-CNNShot=12026.0614.3————
YOLO-ft-fullShot=12026.0613————
FRCN+ft-fullShot=22026.0611.3————
YOLO-ftShot=102026.0610.5————
FRCN+ft-fullShot=12026.069.8————
FRCN+ftShot=22026.069.6————
YOLO-ftShot=52026.069.5————
YOLO-ftShot=12026.068.1————
YOLO-ftShot=32026.067.6————
FRCN+jointShot=22026.067.5————
FRCN+jointShot=32026.066.4————
FRCN+jointShot=52026.066.4————
FRCN+jointShot=102026.066.4————
FRCN+jointShot=12026.065.2————
FRCN+ftShot=12026.065————
YOLO-jointShot=102026.063.9————
YOLO-jointShot=52026.063.6————
FRCN-jointShot=102026.062.8————
FRCN-jointShot=52026.061.9————
YOLO-jointShot=12026.061.8————
YOLO-jointShot=32026.061.8————
FRCN-jointShot=32026.061.2————
FRCN-jointShot=22026.060.5————
FRCN-jointShot=12026.060.2————