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Datasets › DWD

DWD (Diverse Weather Dataset)

Introduced by Aming Wu et al. in Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation1 Jan 2022 archive 2025-07-28

Urban-scene detection dataset that consists of five different weather conditions: daytime-sunny, night-sunny, dusk-rainy, daytime-foggy, and night-rainy. The images are collected from diverse weather datasets: Cityscapes, BDD-100k, FoggyCityscapes, and Adverse-Weather. The dataset is used to evaulate the model performance on the single-domain generalized object detection (Single-DGOD).

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Robust Object Detection DWD GDD (SD-1.5 Backbone) mPC [AP50] 40.5 Generalized Diffusion Detector: Mining Robust Features... heboyong/Generalized-Diffusion-Detector 12 Compare

Papers archive 2025-07-28

11 shown of 11 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 12. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Generalized Diffusion Detector: Mining Robust Features from Diffusion Models for Domain-Generalized Detection 1 2 3 Mar 2025 not harvested
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection 1 1 16 Dec 2024 not harvested
Object-Aware Domain Generalization for Object Detection 1 1 19 Dec 2023 not harvested
Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning 1 1 4 Dec 2023 not harvested
SRCD: Semantic Reasoning with Compound Domains for Single-Domain Generalized Object Detection 0 1 4 Jul 2023 not harvested
Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation 2 1 6 Apr 2022 ran 2 of 2 samples (0 unverified; 1 pointer-only for licence)
Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation 1 1 1 Jan 2022 not harvested
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening 2 1 29 Mar 2021 ran 2 of 2 samples (0 unverified)
Switchable Whitening for Deep Representation Learning 1 1 22 Apr 2019 ran 2 of 10 samples (8 unverified)
Iterative Normalization: Beyond Standardization towards Efficient Whitening 5 1 6 Apr 2019 ran 3 of 14 samples (11 unverified; 1 pointer-only for licence)
Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net 25 1 25 Jul 2018 ran 4 of 16 samples (12 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Robust Object Detection

License archive 2025-07-28

https://github.com/AmingWu/Single-DGOD?tab=MIT-1-ov-file#readme

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • DWD

1 variant name, as the archive lists them.

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