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ResearchFormerly WizWand

Video Object Detection on ImageNet VID v1.0 (val)

93.2AP50YOLOV++
74.37679.26384.1589.037Jul 29, 2024
Updated 8mo ago

Evaluation results

MethodLinks
YOLOV++Backbone=Modified CSP v5, Base detector=YOLOX-FocalL, Post-processing=REPP [46]2024.0793.2
YOLOV++Backbone=FocalLarge, Base detector=YOLOX-FocalL, Time (ms)=27.6, Post-processing=None2024.0792.9
ObjectsBackbone=SwinBase, Base detector=Deformable DETR, Post-processing=None2024.0791.3
YOLOV++Backbone=Modified CSP v5, Base detector=YOLOX-SwinB, Post-processing=REPP [46]2024.0791.3
YOLOV++Backbone=SwinBase, Base detector=YOLOX-SwinB, Time (ms)=15.9, Post-processing=None2024.0790.7
TransVOD LiteBackbone=SwinBase, Base detector=Deformable DETR, Time (ms)=51.7, Post-processing=None2024.0790.1
PTSEFormerBackbone=ResNet-101, Base detector=Deformable DETR, Post-processing=None2024.0788.1
ObjectsBackbone=ResNet-101, Base detector=Deformable DETR, Post-processing=None2024.0787.9
YOLOV++Backbone=Modified CSP v5, Base detector=YOLOX-SwinT, Post-processing=REPP [46]2024.0786.6
ClipVIDBackbone=ResNeXt-101, Base detector=Faster R-CNN, Post-processing=None2024.0785.8
YOLOV++Backbone=SwinTiny, Base detector=YOLOX-SwinT, Time (ms)=8.4, Post-processing=None2024.0785.7
YOLOV++Backbone=Modified CSP v5, Base detector=YOLOX-L, Post-processing=REPP [46]2024.0785.6
HVRBackbone=ResNeXt-101, Base detector=Faster R-CNN, Post-processing=Seq-NMS [21]2024.0785.5
MEGABackbone=ResNeXt-101, Base detector=Faster R-CNN, Post-processing=BLR [9]2024.0785.4
HVRBackbone=ResNeXt-101, Base detector=Faster R-CNN, Post-processing=None2024.0784.8
ClipVIDBackbone=ResNet-101, Base detector=Faster R-CNN, Post-processing=None2024.0784.7
RDNBackbone=RestNeXt-101, Base detector=Faster R-CNN, Post-processing=BLR [9]2024.0784.7
MAMBABackbone=ResNet-101, Base detector=Faster R-CNN, Post-processing=None2024.0784.6
MEGABackbone=ResNet-101, Base detector=Faster R-CNN, Post-processing=BLR [9]2024.0784.5
TROIABackbone=ResNeXt-101, Base detector=Faster R-CNN, Time (ms)=143.2, Post-processing=None2024.0784.3
YOLOV++Backbone=Modified CSP v5, Base detector=YOLOX-L, Time (ms)=7.6, Post-processing=None2024.0784.2
SELSABackbone=RestNet-101, Base detector=Faster R-CNN, Post-processing=REPP [46]2024.0784.2
MEGABackbone=ResNeXt-101, Base detector=Faster R-CNN, Post-processing=None2024.0784.1
RDNBackbone=RestNet-101, Base detector=Faster R-CNN, Post-processing=BLR [9]2024.0783.8
HVRBackbone=ResNet-101, Base detector=Faster R-CNN, Post-processing=Seq-NMS [21]2024.0783.8
TransVOD LiteBackbone=SwinTiny, Base detector=Deformable DETR, Time (ms)=33.8, Post-processing=None2024.0783.7
YOLOVBackbone=Modified CSP v5, Base detector=YOLOX-L, Time (ms)=6.3, Post-processing=None2024.0783.6
HVRBackbone=ResNet-101, Base detector=Faster R-CNN, Post-processing=None2024.0783.2
RDNBackbone=ResNeXt-101, Base detector=Faster R-CNN, Post-processing=None2024.0783.2
SELSABackbone=ResNeXt-101, Base detector=Faster R-CNN, Time (ms)=76.6, Post-processing=None2024.0783.1
MEGABackbone=ResNet-101, Base detector=Faster R-CNN, Time (ms)=121.8, Post-processing=None2024.0782.9
QueryPropBackbone=ResNet-101, Base detector=Sparse R-CNN, Post-processing=None2024.0782.3
TROIABackbone=ResNet-101, Base detector=Faster R-CNN, Time (ms)=133.5, Post-processing=None2024.0782
TransVODBackbone=ResNet-101, Base detector=Deformable DETR, Time (ms)=345, Post-processing=None2024.0781.9
RDNBackbone=ResNet-101, Base detector=Faster R-CNN, Time (ms)=93.1, Post-processing=None2024.0781.8
SELSABackbone=ResNet-101, Base detector=Faster R-CNN, Time (ms)=80, Post-processing=None2024.0780.3
YOLOV++Backbone=Modified CSP v5, Base detector=YOLOX-S, Time (ms)=5.3, Post-processing=None2024.0778.7
FGFABackbone=ResNet-101, Base detector=R-FCN, Post-processing=Seq-NMS [21]2024.0778.4
YOLOVBackbone=Modified CSP v5, Base detector=YOLOX-S, Time (ms)=4, Post-processing=None2024.0777.3
FGFABackbone=ResNet-101, Base detector=R-FCN, Time (ms)=62, Post-processing=None2024.0776.3
EVODBackbone=Modified CSP v5, Base detector=YOLOX-S, Post-processing=None2024.0775.1