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Bibliographic Details
Main Authors:	Shi, Jinghao, Lei, Mengqi, He, Kunliang, Li, Yun, Bao, Wei, Li, Siqi
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2604.24543
Tags:	Add Tag No Tags, Be the first to tag this record!

Embodied Crowd Counting
by: Long, Runling, et al.
Published: (2025)

Rethinking Global Context in Crowd Counting
by: Sun, Guolei, et al.
Published: (2021)

RCCFormer: A Robust Crowd Counting Network Based on Transformer
by: Liu, Peng, et al.
Published: (2025)

Density Estimation and Crowd Counting
by: Sunil, Balachandra Devarangadi, et al.
Published: (2025)

Head Anchor Enhanced Detection and Association for Crowded Pedestrian Tracking
by: Wu, Zewei, et al.
Published: (2025)

VMambaCC: A Visual State Space Model for Crowd Counting
by: Ma, Hao-Yuan, et al.
Published: (2024)

A Dual-Modulation Framework for RGB-T Crowd Counting via Spatially Modulated Attention and Adaptive Fusion
by: Feng, Yuhong, et al.
Published: (2025)

EHNet: An Efficient Hybrid Network for Crowd Counting and Localization
by: Yan, Yuqing, et al.
Published: (2025)

Multi-View Crowd Counting With Self-Supervised Learning
by: Mo, Hong, et al.
Published: (2025)

Count Anything
by: Lei, Mengqi, et al.
Published: (2026)

Single Domain Generalization for Crowd Counting
by: Peng, Zhuoxuan, et al.
Published: (2024)

Learning Discriminative Features for Crowd Counting
by: Chen, Yuehai, et al.
Published: (2023)

Bound Tightening Network for Robust Crowd Counting
by: Wu, Qiming
Published: (2024)

Semi-Supervised Crowd Counting with Contextual Modeling: Facilitating Holistic Understanding of Crowd Scenes
by: Qian, Yifei, et al.
Published: (2023)

Curriculum for Crowd Counting -- Is it Worthy?
by: Khan, Muhammad Asif, et al.
Published: (2024)

CountFormer: Multi-View Crowd Counting Transformer
by: Mo, Hong, et al.
Published: (2024)

Regressor-Segmenter Mutual Prompt Learning for Crowd Counting
by: Guo, Mingyue, et al.
Published: (2023)

The Effectiveness of a Simplified Model Structure for Crowd Counting
by: Chen, Lei, et al.
Published: (2024)

Multi-modal Crowd Counting via Modal Emulation
by: Wang, Chenhao, et al.
Published: (2024)

FGA: Fourier-Guided Attention Network for Crowd Count Estimation
by: Chaudhuri, Yashwardhan, et al.
Published: (2024)

RepSFNet : A Single Fusion Network with Structural Reparameterization for Crowd Counting
by: Achmadiah, Mas Nurul, et al.
Published: (2026)

Bayesian Multi-Scale Neural Network for Crowd Counting
by: Sagar, Abhinav
Published: (2020)

Thermal-Only Crowd Counting with Deployment-Time Privacy Protection
by: Qian, Yifei, et al.
Published: (2026)

One-Shot Crowd Counting With Density Guidance For Scene Adaptation
by: Chen, Jiwei, et al.
Published: (2026)

HabiCrowd: A High Performance Simulator for Crowd-Aware Visual Navigation
by: Vuong, An Dinh, et al.
Published: (2023)

Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting
by: Yang, Maochen, et al.
Published: (2025)

Transformer-Based Dual-Optical Attention Fusion Crowd Head Point Counting and Localization Network
by: Zhou, Fei, et al.
Published: (2025)

Point-to-Region Loss for Semi-Supervised Point-Based Crowd Counting
by: Lin, Wei, et al.
Published: (2025)

L2HCount:Generalizing Crowd Counting from Low to High Crowd Density via Density Simulation
by: Xu, Guoliang, et al.
Published: (2025)

Local Information Matters: A Rethink of Crowd Counting
by: Pan, Tianhang, et al.
Published: (2025)

Robust Zero-Shot Crowd Counting and Localization With Adaptive Resolution SAM
by: Wan, Jia, et al.
Published: (2024)

WSCF-MVCC: Weakly-supervised Calibration-free Multi-view Crowd Counting
by: Li, Bin, et al.
Published: (2025)

DSGC-Net: A Dual-Stream Graph Convolutional Network for Crowd Counting via Feature Correlation Mining
by: Wu, Yihong, et al.
Published: (2025)

ProgRoCC: A Progressive Approach to Rough Crowd Counting
by: Jiang, Shengqin, et al.
Published: (2025)

CrowdSplat: Exploring Gaussian Splatting For Crowd Rendering
by: Sun, Xiaohan, et al.
Published: (2025)

Gramformer: Learning Crowd Counting via Graph-Modulated Transformer
by: Lin, Hui, et al.
Published: (2024)

Foggy Crowd Counting: Combining Physical Priors and KAN-Graph
by: Wang, Yuhao, et al.
Published: (2025)

Multi-modal Crowd Counting via a Broker Modality
by: Meng, Haoliang, et al.
Published: (2024)

Exclusivity-Guided Mask Learning for Semi-Supervised Crowd Instance Segmentation and Counting
by: Huang, Jiyang, 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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