OpenCodePapers
robust-object-detection-on-dwd
Object Detection
Robust Object Detection
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Paper
Code
mPC [AP50]
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ModelName
ReleaseDate
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Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization
50.8
Bridge (DINOv3 backbone)
2026-04-29
Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization
44.8
Bridge (DINOv2 backbone)
2026-04-29
Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization
44.2
Bridge (Diff. Detector, SD)
2026-04-29
Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization
40.9
Bridge (SAM backbone)
2026-04-29
Generalized Diffusion Detector: Mining Robust Features from Diffusion Models for Domain-Generalized Detection
✓ Link
40.5
GDD (SD-1.5 Backbone)
2025-03-03
Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization
38.5
Bridge (Diff. Guided, R101)
2026-04-29
CD-FKD: Cross-Domain Feature Knowledge Distillation for Robust Single-Domain Generalization in Object Detection
38.3
CD-FKD
2026-03-17
Generalized Diffusion Detector: Mining Robust Features from Diffusion Models for Domain-Generalized Detection
✓ Link
38.1
GDD (R101, Faster RCNN)
2025-03-03
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection
✓ Link
37.5
PhysAug
2024-12-16
Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning
✓ Link
36.9
VLTDet
2023-12-04
Object-Aware Domain Generalization for Object Detection
✓ Link
31.8
OA-DG
2023-12-19
SRCD: Semantic Reasoning with Compound Domains for Single-Domain Generalized Object Detection
29.6
SRCD
2023-07-04
Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation
✓ Link
28.7
CDSD
2022-01-01
Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation
✓ Link
28.4
SHADE
2022-04-06
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening
✓ Link
26.3
ISW
2021-03-29
Switchable Whitening for Deep Representation Learning
✓ Link
26.1
SW
2019-04-22
Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net
✓ Link
25.5
IBN-Net
2018-07-25
Iterative Normalization: Beyond Standardization towards Efficient Whitening
✓ Link
23.4
IterNorm
2019-04-06
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