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Bibliographic Details
Main Authors:	Baek, Jinho, Cao, Houwei, Blackwell, Kate
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2602.15349
Tags:	Add Tag No Tags, Be the first to tag this record!

EmoVid: A Multimodal Emotion Video Dataset for Emotion-Centric Video Understanding and Generation
by: Qiu, Zongyang, et al.
Published: (2025)

DogFLW: Dog Facial Landmarks in the Wild Dataset
by: Martvel, George, et al.
Published: (2024)

GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance
by: Kim, Junhyeok, et al.
Published: (2025)

"ScatSpotter" -- A Dog Poop Detection Dataset
by: Crall, Jon
Published: (2024)

EmoSign: A Multimodal Dataset for Understanding Emotions in American Sign Language
by: Chua, Phoebe, et al.
Published: (2025)

ERIT Lightweight Multimodal Dataset for Elderly Emotion Recognition and Multimodal Fusion Evaluation
by: Frieske, Rita, et al.
Published: (2024)

Lirot.ai: A Novel Platform for Crowd-Sourcing Retinal Image Segmentations
by: Fhima, Jonathan, et al.
Published: (2022)

Pixel-aligned RGB-NIR Stereo Imaging and Dataset for Robot Vision
by: Kim, Jinnyeong, et al.
Published: (2024)

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

CSS: Overcoming Pose and Scene Challenges in Crowd-Sourced 3D Gaussian Splatting
by: Chen, Runze, et al.
Published: (2024)

DynamicTrack: Advancing Gigapixel Tracking in Crowded Scenes
by: Zhao, Yunqi, et al.
Published: (2024)

Multimodal Crowd Counting with Pix2Pix GANs
by: Khan, Muhammad Asif, et al.
Published: (2024)

Evaluating CrowdSplat: Perceived Level of Detail for Gaussian Crowds
by: Sun, Xiaohan, et al.
Published: (2025)

CrowdFormer: Weakly-supervised Crowd counting with Improved Generalizability
by: Savner, Siddharth Singh, et al.
Published: (2022)

Analysis of Unstructured High-Density Crowded Scenes for Crowd Monitoring
by: Matov, Alexandre
Published: (2024)

CytoCrowd: A Multi-Annotator Benchmark Dataset for Cytology Image Analysis
by: Si, Yonghao, et al.
Published: (2026)

EmoTalkingGaussian: Continuous Emotion-conditioned Talking Head Synthesis
by: Cha, Junuk, et al.
Published: (2025)

FYI: Flip Your Images for Dataset Distillation
by: Son, Byunggwan, et al.
Published: (2024)

ORIDa: Object-centric Real-world Image Composition Dataset
by: Kim, Jinwoo, et al.
Published: (2025)

RACANet: Reliability-Aware Crowd Anchor Network for RGB-T Crowd Counting
by: Shi, Jinghao, et al.
Published: (2026)

ConceptScope: Characterizing Dataset Bias via Disentangled Visual Concepts
by: Choi, Jinho, et al.
Published: (2025)

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

Crowd-SAM: SAM as a Smart Annotator for Object Detection in Crowded Scenes
by: Cai, Zhi, et al.
Published: (2024)

$CrowdDiff$: Multi-hypothesis Crowd Density Estimation using Diffusion Models
by: Ranasinghe, Yasiru, et al.
Published: (2023)

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

JRDB-PanoTrack: An Open-world Panoptic Segmentation and Tracking Robotic Dataset in Crowded Human Environments
by: Le, Duy-Tho, et al.
Published: (2024)

DyCrowd: Towards Dynamic Crowd Reconstruction from a Large-scene Video
by: Wen, Hao, et al.
Published: (2025)

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

CrowdMoGen: Zero-Shot Text-Driven Collective Motion Generation
by: Cao, Yukang, et al.
Published: (2024)

Context-Aware Academic Emotion Dataset and Benchmark
by: Zhao, Luming, et al.
Published: (2025)

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

Diagnosing and Correcting Concept Omission in Multimodal Diffusion Transformers
by: Baek, Kanghyun, et al.
Published: (2026)

Decoupled Hierarchical Distillation for Multimodal Emotion Recognition
by: Li, Yong, et al.
Published: (2026)

A Trustworthy Method for Multimodal Emotion Recognition
by: Xue, Junxiao, et al.
Published: (2025)

Leveraging CLIP Encoder for Multimodal Emotion Recognition
by: Song, Yehun, et al.
Published: (2025)

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models
by: Xing, Bohao, et al.
Published: (2025)

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark
by: Hu, Jinpeng, et al.
Published: (2025)

EmoMeta: A Multimodal Dataset for Fine-grained Emotion Classification in Chinese Metaphors
by: Lu, Xingyuan, et al.
Published: (2025)

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition
by: Akben, Mustafa, et al.
Published: (2025)

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// 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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