Enhancing Traffic Sign Recognition with Tailored Data Augmentation: Addressing Class Imbalance and Instance Scarcity
Fuente:
arXiv
Saved in:
| Main Authors: | Alsiyeu, Ulan, Duisebekov, Zhasdauren |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Instance-wise Uncertainty for Class Imbalance in Semantic Segmentation
by: Almeida, Luís, et al.
Published: (2024)
by: Almeida, Luís, et al.
Published: (2024)
Addressing Imbalance for Class Incremental Learning in Medical Image Classification
by: Hao, Xuze, et al.
Published: (2024)
by: Hao, Xuze, et al.
Published: (2024)
Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition
by: Gan, Yaozong, et al.
Published: (2024)
by: Gan, Yaozong, et al.
Published: (2024)
FUSED-Net: Detecting Traffic Signs with Limited Data
by: Rahman, Md. Atiqur, et al.
Published: (2024)
by: Rahman, Md. Atiqur, et al.
Published: (2024)
The Fluorescent Veil: A Stealthy and Effective Physical Adversarial Patch Against Traffic Sign Recognition
by: Yuan, Shuai, et al.
Published: (2024)
by: Yuan, Shuai, et al.
Published: (2024)
Road Traffic Sign Recognition method using Siamese network Combining Efficient-CNN based Encoder
by: Xi, Zhenghao, et al.
Published: (2025)
by: Xi, Zhenghao, et al.
Published: (2025)
Generalized Class Discovery in Instance Segmentation
by: Hoang, Cuong Manh, et al.
Published: (2025)
by: Hoang, Cuong Manh, et al.
Published: (2025)
Cross-domain Multi-step Thinking: Zero-shot Fine-grained Traffic Sign Recognition in the Wild
by: Gan, Yaozong, et al.
Published: (2024)
by: Gan, Yaozong, et al.
Published: (2024)
The Effects of Mixed Sample Data Augmentation are Class Dependent
by: Lee, Haeil, et al.
Published: (2023)
by: Lee, Haeil, et al.
Published: (2023)
Addressing Domain Shift via Imbalance-Aware Domain Adaptation in Embryo Development Assessment
by: Li, Lei, et al.
Published: (2025)
by: Li, Lei, et al.
Published: (2025)
Meta-Learning for Federated Face Recognition in Imbalanced Data Regimes
by: Gansekoele, Arwin, et al.
Published: (2024)
by: Gansekoele, Arwin, et al.
Published: (2024)
Object-conditioned Bag of Instances for Few-Shot Personalized Instance Recognition
by: Michieli, Umberto, et al.
Published: (2024)
by: Michieli, Umberto, et al.
Published: (2024)
IMWA: Iterative Model Weight Averaging Benefits Class-Imbalanced Learning Tasks
by: Huang, Zitong, et al.
Published: (2024)
by: Huang, Zitong, et al.
Published: (2024)
Correcting Class Imbalances with Self-Training for Improved Universal Lesion Detection and Tagging
by: Shieh, Alexander, et al.
Published: (2025)
by: Shieh, Alexander, et al.
Published: (2025)
Leveraging Image Generators to Address Training Data Scarcity: The Gen4Regen Dataset for Forest Regeneration Mapping
by: Jeanson, Gabriel, et al.
Published: (2026)
by: Jeanson, Gabriel, et al.
Published: (2026)
MDDFNet: Mamba-based Dynamic Dual Fusion Network for Traffic Sign Detection
by: Yu, TianYi
Published: (2025)
by: Yu, TianYi
Published: (2025)
Arabic Sign Language Recognition using Multimodal Approach
by: Alanazi, Ghadeer, et al.
Published: (2026)
by: Alanazi, Ghadeer, et al.
Published: (2026)
Semantic Data Augmentation for Long-tailed Facial Expression Recognition
by: Li, Zijian, et al.
Published: (2024)
by: Li, Zijian, et al.
Published: (2024)
Confidence-Guided Diffusion Augmentation for Enhanced Bangla Compound Character Recognition
by: Rayhan, Md. Sultan Al
Published: (2026)
by: Rayhan, Md. Sultan Al
Published: (2026)
Dual-View Alignment Learning with Hierarchical-Prompt for Class-Imbalance Multi-Label Classification
by: Huang, Sheng, et al.
Published: (2025)
by: Huang, Sheng, et al.
Published: (2025)
Driving by the Rules: A Benchmark for Integrating Traffic Sign Regulations into Vectorized HD Map
by: Chang, Xinyuan, et al.
Published: (2024)
by: Chang, Xinyuan, et al.
Published: (2024)
YOLO-PPA based Efficient Traffic Sign Detection for Cruise Control in Autonomous Driving
by: Zhang, Jingyu, et al.
Published: (2024)
by: Zhang, Jingyu, et al.
Published: (2024)
Language as a Label: Zero-Shot Multimodal Classification of Everyday Postures under Data Scarcity
by: Tang, MingZe, et al.
Published: (2025)
by: Tang, MingZe, et al.
Published: (2025)
Enhancing Bidirectional Sign Language Communication: Integrating YOLOv8 and NLP for Real-Time Gesture Recognition & Translation
by: Bhuiyan, Hasnat Jamil, et al.
Published: (2024)
by: Bhuiyan, Hasnat Jamil, et al.
Published: (2024)
American Sign Language Alphabet Recognition using Deep Learning
by: Kasukurthi, Nikhil, et al.
Published: (2019)
by: Kasukurthi, Nikhil, et al.
Published: (2019)
Continual Hyperbolic Learning of Instances and Classes
by: Ayoughi, Melika, et al.
Published: (2025)
by: Ayoughi, Melika, et al.
Published: (2025)
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning
by: Ma'sum, M. Anwar, et al.
Published: (2025)
by: Ma'sum, M. Anwar, et al.
Published: (2025)
Leveraging Multimodal-LLMs Assisted by Instance Segmentation for Intelligent Traffic Monitoring
by: Onsu, Murat Arda, et al.
Published: (2025)
by: Onsu, Murat Arda, et al.
Published: (2025)
AutoSign: Direct Pose-to-Text Translation for Continuous Sign Language Recognition
by: Johnny, Samuel Ebimobowei, et al.
Published: (2025)
by: Johnny, Samuel Ebimobowei, et al.
Published: (2025)
Text3DAug -- Prompted Instance Augmentation for LiDAR Perception
by: Reichardt, Laurenz, et al.
Published: (2024)
by: Reichardt, Laurenz, et al.
Published: (2024)
Continuous Sign Language Recognition Using Intra-inter Gloss Attention
by: Ranjbar, Hossein, et al.
Published: (2024)
by: Ranjbar, Hossein, et al.
Published: (2024)
Exploiting Ensemble Learning for Cross-View Isolated Sign Language Recognition
by: Wang, Fei, et al.
Published: (2025)
by: Wang, Fei, et al.
Published: (2025)
SignRAG: A Retrieval-Augmented System for Scalable Zero-Shot Road Sign Recognition
by: Zhu, Minghao, et al.
Published: (2025)
by: Zhu, Minghao, et al.
Published: (2025)
Rare-Aware Autoencoding: Reconstructing Spatially Imbalanced Data
by: Garcia, Alejandro Castañeda, et al.
Published: (2026)
by: Garcia, Alejandro Castañeda, et al.
Published: (2026)
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition
by: Zhu, Lianghui, et al.
Published: (2024)
by: Zhu, Lianghui, et al.
Published: (2024)
Delta-K: Boosting Multi-Instance Generation via Cross-Attention Augmentation
by: Wang, Zitong, et al.
Published: (2026)
by: Wang, Zitong, et al.
Published: (2026)
Non-stationary BERT: Exploring Augmented IMU Data For Robust Human Activity Recognition
by: Sun, Ning, et al.
Published: (2024)
by: Sun, Ning, et al.
Published: (2024)
Nepali Sign Language Characters Recognition: Dataset Development and Deep Learning Approaches
by: Poudel, Birat, et al.
Published: (2025)
by: Poudel, Birat, et al.
Published: (2025)
SSLR: A Semi-Supervised Learning Method for Isolated Sign Language Recognition
by: Algafri, Hasan, et al.
Published: (2025)
by: Algafri, Hasan, et al.
Published: (2025)
AROID: Improving Adversarial Robustness Through Online Instance-Wise Data Augmentation
by: Li, Lin, et al.
Published: (2023)
by: Li, Lin, et al.
Published: (2023)
Similar Items
-
Instance-wise Uncertainty for Class Imbalance in Semantic Segmentation
by: Almeida, Luís, et al.
Published: (2024) -
Addressing Imbalance for Class Incremental Learning in Medical Image Classification
by: Hao, Xuze, et al.
Published: (2024) -
Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition
by: Gan, Yaozong, et al.
Published: (2024) -
FUSED-Net: Detecting Traffic Signs with Limited Data
by: Rahman, Md. Atiqur, et al.
Published: (2024) -
The Fluorescent Veil: A Stealthy and Effective Physical Adversarial Patch Against Traffic Sign Recognition
by: Yuan, Shuai, et al.
Published: (2024)