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Bibliographic Details
Main Author:	Vieira, Luis
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2504.09424
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A Comparative Study of Continuous Sign Language Recognition Techniques
by: Alyami, Sarah, et al.
Published: (2024)

Enhancing Traffic Sign Recognition On The Performance Based On Yolov8
by: Ibrahim, Baba, et al.
Published: (2025)

Revolutionizing Traffic Sign Recognition: Unveiling the Potential of Vision Transformers
by: Mingwin, Susano, et al.
Published: (2024)

Voice-Assisted Real-Time Traffic Sign Recognition System Using Convolutional Neural Network
by: Manawadu, Mayura, et al.
Published: (2024)

Identification via Retinal Vessels Combining LBP and HOG
by: Noori, Ali
Published: (2022)

Traffic Sign Recognition in Autonomous Driving: Dataset, Benchmark, and Field Experiment
by: Zhao, Guoyang, et al.
Published: (2026)

Gradient as Conditions: Rethinking HOG for All-in-one Image Restoration
by: Wu, Jiawei, et al.
Published: (2025)

Enhancing LLM-based Autonomous Driving with Modular Traffic Light and Sign Recognition
by: Schmidt, Fabian, et al.
Published: (2025)

Synset Signset Germany: a Synthetic Dataset for German Traffic Sign Recognition
by: Sielemann, Anne, et al.
Published: (2025)

Nighttime Driver Behavior Prediction Using Taillight Signal Recognition via CNN-SVM Classifier
by: Barshooi, Amir Hossein, et al.
Published: (2023)

SAGHOG: Self-Supervised Autoencoder for Generating HOG Features for Writer Retrieval
by: Peer, Marco, et al.
Published: (2024)

Optimized Detection and Classification on GTRSB: Advancing Traffic Sign Recognition with Convolutional Neural Networks
by: Toshniwal, Dhruv, et al.
Published: (2024)

Hierarchically Decoupled Mixture-of-Experts for Robust Traffic Sign Recognition in Complex Driving Scenarios
by: Wang, Mingxiao, et al.
Published: (2026)

TSCLIP: Robust CLIP Fine-Tuning for Worldwide Cross-Regional Traffic Sign Recognition
by: Zhao, Guoyang, et al.
Published: (2024)

Learning Under Low Illumination: A Dataset and Algorithm for Traffic Sign Recognition
by: Mishra, Aditya, et al.
Published: (2025)

Enhancing Histopathological Image Classification via Integrated HOG and Deep Features with Robust Noise Performance
by: Ezuma, Ifeanyi, et al.
Published: (2026)

Securing Traffic Sign Recognition Systems in Autonomous Vehicles
by: Hapuarachchi, Thushari, et al.
Published: (2025)

AppSign: Multi-level Approximate Computing for Real-Time Traffic Sign Recognition in Autonomous Vehicles
by: Omidian, Fatemeh, et al.
Published: (2024)

Sequence-Preserving Dual-FoV Defense for Traffic Sign and Light Recognition in Autonomous Vehicles
by: Joshi, Abhishek, et al.
Published: (2025)

FIGhost: Fluorescent Ink-based Stealthy and Flexible Backdoor Attacks on Physical Traffic Sign Recognition
by: Yuan, Shuai, et al.
Published: (2025)

Investigating Adversarial Robustness against Preprocessing used in Blackbox Face Recognition
by: Croft, Roland, et al.
Published: (2025)

Patch and Shuffle: A Preprocessing Technique for Texture Classification in Autonomous Cementitious Fabrication
by: Giordani, Jeremiah
Published: (2025)

The Outline of Deception: Physical Adversarial Attacks on Traffic Signs Using Edge Patches
by: Ji, Haojie, et al.
Published: (2025)

SignEye: Traffic Sign Interpretation from Vehicle First-Person View
by: Yang, Chuang, et al.
Published: (2024)

Vision-Based Lane Following and Traffic Sign Recognition for Resource-Constrained Autonomous Vehicles
by: Islam, Md Tanjemul, et al.
Published: (2026)

Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition
by: Gan, Yaozong, et al.
Published: (2024)

HOG-Layout: Hierarchical 3D Scene Generation, Optimization and Editing via Vision-Language Models
by: Jiang, Haiyan, et al.
Published: (2026)

EvSign: Sign Language Recognition and Translation with Streaming Events
by: Zhang, Pengyu, et al.
Published: (2024)

Systematic Evaluation of Preprocessing Techniques for Accurate Image Registration in Digital Pathology
by: Darzi, Fatemehzahra, et al.
Published: (2025)

Secure Traffic Sign Recognition: An Attention-Enabled Universal Image Inpainting Mechanism against Light Patch Attacks
by: Cao, Hangcheng, et al.
Published: (2024)

SignReasoner: Compositional Reasoning for Complex Traffic Sign Understanding via Functional Structure Units
by: Wang, Ruibin, et al.
Published: (2026)

Trapped by Their Own Light: Deployable and Stealth Retroreflective Patch Attacks on Traffic Sign Recognition Systems
by: Tsuruoka, Go, et al.
Published: (2025)

Enhancing Traffic Sign Recognition with Tailored Data Augmentation: Addressing Class Imbalance and Instance Scarcity
by: Alsiyeu, Ulan, et al.
Published: (2024)

Revisiting Physical-World Adversarial Attack on Traffic Sign Recognition: A Commercial Systems Perspective
by: Wang, Ningfei, 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)

Road Traffic Sign Recognition method using Siamese network Combining Efficient-CNN based Encoder
by: Xi, Zhenghao, et al.
Published: (2025)

IBIS: A Hybrid Inception-BiLSTM and SVM Ensemble for Robust Doppler-based Human Activity Recognition
by: Fernandes, Alison M., et al.
Published: (2025)

SignIT: A Comprehensive Dataset and Multimodal Analysis for Italian Sign Language Recognition
by: Micieli, Alessia, et al.
Published: (2025)

SignMAE: Segmentation-Driven Self-Supervised Learning for Sign Language Recognition
by: Xie, Kunyuan, et al.
Published: (2026)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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