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Bibliographic Details
Main Authors:	Dasgupta, Parthiv, Agarwal, Sambhav, Dutta, Palash, Karmakar, Raja, Goswami, Sudeshna
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Computational Physics
Online Access:	https://arxiv.org/abs/2604.03741
Tags:	Add Tag No Tags, Be the first to tag this record!

Seeing Straight: Document Orientation Detection for Efficient OCR
by: Goswami, Suranjan, et al.
Published: (2025)

Event Voxel Set Transformer for Spatiotemporal Representation Learning on Event Streams
by: Xie, Bochen, et al.
Published: (2023)

Multimodal Hate Detection Using Dual-Stream Graph Neural Networks
by: Yue, Jiangbei, et al.
Published: (2025)

Ray-Aware Pointer Memory with Adaptive Updates for Streaming 3D Reconstruction
by: Li, Feifei, et al.
Published: (2026)

Deepfake Forensics Adapter: A Dual-Stream Network for Generalizable Deepfake Detection
by: Liao, Jianfeng, et al.
Published: (2026)

UADSN: Uncertainty-Aware Dual-Stream Network for Facial Nerve Segmentation
by: Zhu, Guanghao, et al.
Published: (2024)

Context and Geometry Aware Voxel Transformer for Semantic Scene Completion
by: Yu, Zhu, et al.
Published: (2024)

Knapsack on Graphs with Relaxed Neighborhood Constraints
by: Dey, Palash, et al.
Published: (2025)

Advancing Structured Priors for Sparse-Voxel Surface Reconstruction
by: Chi, Ting-Hsun, et al.
Published: (2026)

DIANet: A Phase-Aware Dual-Stream Network for Micro-Expression Recognition via Dynamic Images
by: Khuong, Vu Tram Anh, et al.
Published: (2025)

CAMBench-QR : A Structure-Aware Benchmark for Post-Hoc Explanations with QR Understanding
by: Chakraborty, Ritabrata, et al.
Published: (2025)

DualStreamFoveaNet: A Dual Stream Fusion Architecture with Anatomical Awareness for Robust Fovea Localization
by: Song, Sifan, et al.
Published: (2023)

Pillar-Voxel Fusion Network for 3D Object Detection in Airborne Hyperspectral Point Clouds
by: Jiang, Yanze, et al.
Published: (2025)

VoxelNextFusion: A Simple, Unified and Effective Voxel Fusion Framework for Multi-Modal 3D Object Detection
by: Song, Ziying, et al.
Published: (2024)

LiteVoxel: Low-memory Intelligent Thresholding for Efficient Voxel Rasterization
by: Lee, Jee Won, et al.
Published: (2025)

UniVoxel: Fast Inverse Rendering by Unified Voxelization of Scene Representation
by: Wu, Shuang, et al.
Published: (2024)

Lightweight Spatiotemporal Highway Lane Detection via 3D-ResNet and PINet with ROI-Aware Attention
by: Raja, Sorna Shanmuga, et al.
Published: (2026)

PVAFN: Point-Voxel Attention Fusion Network with Multi-Pooling Enhancing for 3D Object Detection
by: Li, Yidi, et al.
Published: (2024)

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language
by: Wan, Zishuo, et al.
Published: (2025)

PVINet: Point-Voxel Interlaced Network for Point Cloud Compression
by: Deng, Xuan, et al.
Published: (2025)

Tri-FusionNet: Enhancing Image Description Generation with Transformer-based Fusion Network and Dual Attention Mechanism
by: Agarwal, Lakshita, et al.
Published: (2025)

GraVoS: Voxel Selection for 3D Point-Cloud Detection
by: Shrout, Oren, et al.
Published: (2022)

PVTransformer: Point-to-Voxel Transformer for Scalable 3D Object Detection
by: Leng, Zhaoqi, et al.
Published: (2024)

Additive Manufacturing Processes Protocol Prediction by Artificial Intelligence using X-ray Computed Tomography data
by: Khod, Sunita, et al.
Published: (2025)

VoxelTrack: Exploring Voxel Representation for 3D Point Cloud Object Tracking
by: Lu, Yuxuan, et al.
Published: (2024)

4D Neural Voxel Splatting: Dynamic Scene Rendering with Voxelized Guassian Splatting
by: Wu, Chun-Tin, et al.
Published: (2025)

Sparsity-Aware Voxel Attention and Foreground Modulation for 3D Semantic Scene Completion
by: Xue, Yu, et al.
Published: (2026)

Improving SAM for Camouflaged Object Detection via Dual Stream Adapters
by: Liu, Jiaming, et al.
Published: (2025)

Not All Voxels Are Equal: Hardness-Aware Semantic Scene Completion with Self-Distillation
by: Wang, Song, et al.
Published: (2024)

YOLO Network For Defect Detection In Optical lenses
by: Yaseen, Habib
Published: (2025)

From Full Boards to Tiny Defects: Scale-Aware Tile Inference with Topology-Aware Merging for High-Resolution PCB Defect Detection
by: Shalmani, Mohammad Alijanpour, et al.
Published: (2026)

Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography
by: Manchester, Tristan, et al.
Published: (2025)

Automated Detection of Mutual Gaze and Joint Attention in Dual-Camera Settings via Dual-Stream Transformers
by: Kosmydel, Jakub, et al.
Published: (2026)

Explainable Gait Abnormality Detection Using Dual-Dataset CNN-LSTM Models
by: Agarwal, Parth, et al.
Published: (2025)

Psychological stress during Examination and its estimation by handwriting in answer script
by: Kumar, Abhijeet, et al.
Published: (2025)

Dual-Stream Attention with Multi-Modal Queries for Object Detection in Transportation Applications
by: Anwar, Noreen, et al.
Published: (2025)

Gaussian-Voxel Duet: A Dual-Scaffolding Hybrid Representation for Fast and Accurate Monocular Surface Reconstruction
by: Du, Zhenhua, et al.
Published: (2026)

U-Net Based Image Enhancement for Short-time Muon Scattering Tomography
by: Wang, Haochen, et al.
Published: (2026)

OpenVoxel: Training-Free Grouping and Captioning Voxels for Open-Vocabulary 3D Scene Understanding
by: Huang, Sheng-Yu, 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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