Cover Image

VFM$^{4}$SDG: Unveiling the Power of VFMs for Single-Domain Generalized Object Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Yupeng, Han, Ruize, Guo, Ningnan, Feng, Wei, Wang, Song, Wan, Liang
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ODOV: Benchmark the Open-Domain Open-Vocabulary Object Detection
by: Zhang, Yupeng, et al.
Published: (2025)

LV-OSD: Language-Vision-Complementary Open-Set Object Detection
by: Zhang, Yupeng, et al.
Published: (2026)

NoOVD: Novel Category Discovery and Embedding for Open-Vocabulary Object Detection
by: Zhang, Yupeng, et al.
Published: (2026)

COVD: Continual Open-Vocabulary Object Detection with Novel Concept Injection
by: Zhang, Yupeng, et al.
Published: (2026)

Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization
by: Hong, Mingbo, et al.
Published: (2026)

Unveiling the Power of Self-supervision for Multi-view Multi-human Association and Tracking
by: Feng, Wei, et al.
Published: (2024)

VFM-Guided Semi-Supervised Detection Transformer under Source-Free Constraints for Remote Sensing Object Detection
by: Han, Jianhong, et al.
Published: (2025)

From Indoor To Outdoor: Unsupervised Domain Adaptive Gait Recognition
by: Wang, Likai, et al.
Published: (2022)

Style-Adaptive Detection Transformer for Single-Source Domain Generalized Object Detection
by: Han, Jianhong, et al.
Published: (2025)

Multi-Granularity Feature Calibration via VFM for Domain Generalized Semantic Segmentation
by: Li, Xinhui, et al.
Published: (2025)

OVT-B: A New Large-Scale Benchmark for Open-Vocabulary Multi-Object Tracking
by: Liang, Haiji, et al.
Published: (2024)

FSOD-VFM: Few-Shot Object Detection with Vision Foundation Models and Graph Diffusion
by: Feng, Chen-Bin, et al.
Published: (2026)

Stronger, Steadier & Superior: Geometric Consistency in Depth VFM Forges Domain Generalized Semantic Segmentation
by: Chen, Siyu, et al.
Published: (2025)

BoxTuning: Directly Injecting the Object Box for Multimodal Model Fine-Tuning
by: Qian, Zekun, et al.
Published: (2026)

VOVTrack: Exploring the Potentiality in Videos for Open-Vocabulary Object Tracking
by: Qian, Zekun, et al.
Published: (2024)

OCTrack: Benchmarking the Open-Corpus Multi-Object Tracking
by: Qian, Zekun, et al.
Published: (2024)

Simulating Distribution Dynamics: Liquid Temporal Feature Evolution for Single-Domain Generalized Object Detection
by: Zhang, Zihao, et al.
Published: (2025)

Does Your VFM Speak Plant? The Botanical Grammar of Vision Foundation Models for Object Detection
by: Lundqvist, Lars, et al.
Published: (2026)

Calibrating Biased Distribution in VFM-derived Latent Space via Cross-Domain Geometric Consistency
by: Ma, Yanbiao, et al.
Published: (2025)

Single-Domain Generalized Object Detection by Balancing Domain Diversity and Invariance
by: He, Zhenwei, et al.
Published: (2025)

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm
by: Qian, Zekun, et al.
Published: (2026)

GOOD: Towards Domain Generalized Orientated Object Detection
by: Bi, Qi, et al.
Published: (2024)

Phrase Grounding-based Style Transfer for Single-Domain Generalized Object Detection
by: Li, Hao, et al.
Published: (2024)

RaffeSDG: Random Frequency Filtering enabled Single-source Domain Generalization for Medical Image Segmentation
by: Li, Heng, et al.
Published: (2024)

Domain Similarity-Perceived Label Assignment for Domain Generalized Underwater Object Detection
by: Li, Xisheng, et al.
Published: (2023)

CLIPVehicle: A Unified Framework for Vision-based Vehicle Search
by: Wang, Likai, et al.
Published: (2025)

FOUND: Fourier-based von Mises Distribution for Robust Single Domain Generalization in Object Detection
by: Wang, Mengzhu, et al.
Published: (2025)

DragEntity: Trajectory Guided Video Generation using Entity and Positional Relationships
by: Wan, Zhang, et al.
Published: (2024)

From a Bird's Eye View to See: Joint Camera and Subject Registration without the Camera Calibration
by: Qian, Zekun, et al.
Published: (2022)

Online Reasoning Video Object Segmentation
by: Liu, Jinyuan, et al.
Published: (2026)

Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization
by: Li, Deng, et al.
Published: (2024)

Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment
by: Danish, Muhammad Sohail, et al.
Published: (2024)

Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection
by: Liu, Yajing, et al.
Published: (2024)

Synthetic-To-Real Video Person Re-ID
by: Zhang, Xiangqun, et al.
Published: (2024)

What is the Added Value of UDA in the VFM Era?
by: Englert, Brunó B., et al.
Published: (2025)

Towards Single-Source Domain Generalized Object Detection via Causal Visual Prompts
by: Li, Chen, et al.
Published: (2025)

G-NAS: Generalizable Neural Architecture Search for Single Domain Generalization Object Detection
by: Wu, Fan, et al.
Published: (2024)

Robust Object Detection of Underwater Robot based on Domain Generalization
by: Song, Pinhao
Published: (2025)

VFM-Recon: Unlocking Cross-Domain Scene-Level Neural Reconstruction with Scale-Aligned Foundation Priors
by: Ming, Yuhang, et al.
Published: (2026)

Incremental Object Detection with CLIP
by: Huang, Ziyue, et al.
Published: (2023)