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Robust Object Detection On Dwd

评估指标

mPC [AP50]

评测结果

各个模型在此基准测试上的表现结果

模型名称
mPC [AP50]
Paper TitleRepository
SW26.1Switchable Whitening for Deep Representation Learning
CDSD28.7Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation
PhysAug37.5PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection
VLTDet36.9Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning
OA-DG31.8Object-Aware Domain Generalization for Object Detection
SHADE28.4Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation
IterNorm23.4Iterative Normalization: Beyond Standardization towards Efficient Whitening
IBN-Net25.5Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net
ISW26.3RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening
SRCD29.6SRCD: Semantic Reasoning with Compound Domains for Single-Domain Generalized Object Detection-
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