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Main Authors:	Bojanić, David, Wuhrer, Stefanie, Petković, Tomislav, Pribanić, Tomislav
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2501.06014
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Neural Network Meta Classifier: Improving the Reliability of Anomaly Segmentation
by: Runtas, Jurica, et al.
Published: (2024)

In-Field 3D Wheat Head Instance Segmentation From TLS Point Clouds Using Deep Learning Without Manual Labels
by: Medic, Tomislav, et al.
Published: (2026)

Learning to Infer Parameterized Representations of Plants from 3D Scans
by: Ghrer, Samara, et al.
Published: (2025)

NF3DM: Combining Neural Fields and Deformation Models for 3D Non-Rigid Motion Reconstruction
by: Merrouche, Aymen, et al.
Published: (2024)

GaussianFusionOcc: A Seamless Sensor Fusion Approach for 3D Occupancy Prediction Using 3D Gaussians
by: Pavković, Tomislav, et al.
Published: (2025)

Matching Shapes Under Different Topologies: A Topology-Adaptive Deformation Guided Approach
by: Merrouche, Aymen, et al.
Published: (2025)

Quality assessment of 3D human animation: Subjective and objective evaluation
by: Rekik, Rim, et al.
Published: (2025)

Multi-Label Plant Species Prediction with Metadata-Enhanced Multi-Head Vision Transformers
by: Herasimchyk, Hanna, et al.
Published: (2025)

Wheat3DGS: In-field 3D Reconstruction, Instance Segmentation and Phenotyping of Wheat Heads with Gaussian Splatting
by: Zhang, Daiwei, et al.
Published: (2025)

D-Garment: Physically Grounded Latent Diffusion for Dynamic Garment Deformations
by: Dumoulin, Antoine, et al.
Published: (2025)

Dreaming up scale invariance via inverse renormalization group
by: Rançon, Adam, et al.
Published: (2025)

Dense 3D Displacement Estimation for Landslide Monitoring via Fusion of TLS Point Clouds and Embedded RGB Images
by: Wang, Zhaoyi, et al.
Published: (2025)

No Pose at All: Self-Supervised Pose-Free 3D Gaussian Splatting from Sparse Views
by: Huang, Ranran, et al.
Published: (2025)

Correspondence-free online human motion retargeting
by: Rekik, Rim, et al.
Published: (2023)

NurtureNet: A Multi-task Video-based Approach for Newborn Anthropometry
by: Khandelwal, Yash, et al.
Published: (2024)

AvatarPose: Avatar-guided 3D Pose Estimation of Close Human Interaction from Sparse Multi-view Videos
by: Lu, Feichi, et al.
Published: (2024)

No Pose, No Problem: Surprisingly Simple 3D Gaussian Splats from Sparse Unposed Images
by: Ye, Botao, et al.
Published: (2024)

SCJD: Sparse Correlation and Joint Distillation for Efficient 3D Human Pose Estimation
by: Chen, Weihong, et al.
Published: (2025)

FreeSplatter: Pose-free Gaussian Splatting for Sparse-view 3D Reconstruction
by: Xu, Jiale, et al.
Published: (2024)

Estimating Ego-Body Pose from Doubly Sparse Egocentric Video Data
by: Chi, Seunggeun, et al.
Published: (2024)

Object Gaussian for Monocular 6D Pose Estimation from Sparse Views
by: Luo, Luqing, et al.
Published: (2024)

PoseSyn: Synthesizing Diverse 3D Pose Data from In-the-Wild 2D Data
by: Yang, ChangHee, et al.
Published: (2025)

PoseBench3D: A Cross-Dataset Analysis Framework for 3D Human Pose Estimation via Pose Lifting Networks
by: Manzur, Saad, et al.
Published: (2025)

Hybrid 3D Human Pose Estimation with Monocular Video and Sparse IMUs
by: Bao, Yiming, et al.
Published: (2024)

SPFSplatV2: Efficient Self-Supervised Pose-Free 3D Gaussian Splatting from Sparse Views
by: Huang, Ranran, et al.
Published: (2025)

MPL: Lifting 3D Human Pose from Multi-view 2D Poses
by: Ghasemzadeh, Seyed Abolfazl, et al.
Published: (2024)

ChatPose: Chatting about 3D Human Pose
by: Feng, Yao, et al.
Published: (2023)

3D Heart Reconstruction from Sparse Pose-agnostic 2D Echocardiographic Slices
by: Chen, Zhurong, et al.
Published: (2025)

PandaPose: 3D Human Pose Lifting from a Single Image via Propagating 2D Pose Prior to 3D Anchor Space
by: Zheng, Jinghong, et al.
Published: (2026)

IXGS-Intraoperative 3D Reconstruction from Sparse, Arbitrarily Posed Real X-rays
by: Jecklin, Sascha, et al.
Published: (2025)

PoseFix: Correcting 3D Human Poses with Natural Language
by: Delmas, Ginger, et al.
Published: (2023)

PoseScript: Linking 3D Human Poses and Natural Language
by: Delmas, Ginger, et al.
Published: (2022)

Multimodal AI for Body Fat Estimation: Computer Vision and Anthropometry with DEXA Benchmarks
by: Aldajani, Rayan
Published: (2025)

From Sparse to Dense: Spatio-Temporal Fusion for Multi-View 3D Human Pose Estimation with DenseWarper
by: Li, Ling, et al.
Published: (2026)

SnapPose3D: Diffusion-Based Single-Frame 2D-to-3D Lifting of Human Poses
by: Simoni, Alessandro, et al.
Published: (2026)

CoT-Pose: Chain-of-Thought Reasoning for 3D Pose Generation from Abstract Prompts
by: Cha, Junuk, et al.
Published: (2025)

PoseGraphNet++: Enriching 3D Human Pose with Orientation Estimation
by: Banik, Soubarna, et al.
Published: (2023)

SpaRP: Fast 3D Object Reconstruction and Pose Estimation from Sparse Views
by: Xu, Chao, et al.
Published: (2024)

Unsupervised Multi-Person 3D Human Pose Estimation From 2D Poses Alone
by: Hardy, Peter, et al.
Published: (2023)

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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