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Bibliographic Details
Main Authors:	Lu, Xinxuan, Fowlkes, Charless, Berg, Alexander C.
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2604.19954
Tags:	Add Tag No Tags, Be the first to tag this record!

Instance Tracking in 3D Scenes from Egocentric Videos
by: Zhao, Yunhan, et al.
Published: (2023)

Make the Pertinent Salient: Task-Relevant Reconstruction for Visual Control with Distractions
by: Kim, Kyungmin, et al.
Published: (2024)

Polygon Intersection-over-Union Loss for Viewpoint-Agnostic Monocular 3D Vehicle Detection
by: Lu, Xinxuan, et al.
Published: (2023)

Customizing Text-to-Image Diffusion with Object Viewpoint Control
by: Kumari, Nupur, et al.
Published: (2024)

ArbiViewGen: Controllable Arbitrary Viewpoint Camera Data Generation for Autonomous Driving via Stable Diffusion Models
by: Lan, Yatong, et al.
Published: (2025)

CameraCtrl: Enabling Camera Control for Text-to-Video Generation
by: He, Hao, et al.
Published: (2024)

Generative Photography: Scene-Consistent Camera Control for Realistic Text-to-Image Synthesis
by: Yuan, Yu, et al.
Published: (2024)

CETCAM: Camera-Controllable Video Generation via Consistent and Extensible Tokenization
by: Zhao, Zelin, et al.
Published: (2025)

AITTI: Learning Adaptive Inclusive Token for Text-to-Image Generation
by: Hou, Xinyu, et al.
Published: (2024)

SynCamMaster: Synchronizing Multi-Camera Video Generation from Diverse Viewpoints
by: Bai, Jianhong, et al.
Published: (2024)

Aesthetic Camera Viewpoint Suggestion with 3D Aesthetic Field
by: Tang, Sheyang, et al.
Published: (2026)

Token Warping Helps MLLMs Look from Nearby Viewpoints
by: Lee, Phillip Y., et al.
Published: (2026)

PreciseCam: Precise Camera Control for Text-to-Image Generation
by: Bernal-Berdun, Edurne, et al.
Published: (2025)

TokenDial: Continuous Attribute Control in Text-to-Video via Spatiotemporal Token Offsets
by: Liu, Zhixuan, et al.
Published: (2026)

Controllable Generation with Text-to-Image Diffusion Models: A Survey
by: Cao, Pu, et al.
Published: (2024)

TokenCompose: Text-to-Image Diffusion with Token-level Supervision
by: Wang, Zirui, et al.
Published: (2023)

Aligning Text, Images, and 3D Structure Token-by-Token
by: Sahoo, Aadarsh, et al.
Published: (2025)

RawGen: Learning Camera Raw Image Generation
by: Kim, Dongyoung, et al.
Published: (2026)

Democratizing Text-to-Image Masked Generative Models with Compact Text-Aware One-Dimensional Tokens
by: Kim, Dongwon, et al.
Published: (2025)

Rethinking Attention-Based Multiple Instance Learning for Whole-Slide Pathological Image Classification: An Instance Attribute Viewpoint
by: Cai, Linghan, et al.
Published: (2024)

FactorPortrait: Controllable Portrait Animation via Disentangled Expression, Pose, and Viewpoint
by: Tang, Jiapeng, et al.
Published: (2025)

OmniCamera: A Unified Framework for Multi-task Video Generation with Arbitrary Camera Control
by: Wang, Yukun, et al.
Published: (2026)

High-Quality Virtual Single-Viewpoint Surgical Video: Geometric Autocalibration of Multiple Cameras in Surgical Lights
by: Kato, Yuna, et al.
Published: (2025)

Sim2real Image Translation Enables Viewpoint-Robust Policies from Fixed-Camera Datasets
by: Coholich, Jeremiah, et al.
Published: (2026)

Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization
by: Li, Feifei, et al.
Published: (2025)

Beyond Pixel Simulation: Pathology Image Generation via Diagnostic Semantic Tokens and Prototype Control
by: Han, Minghao, et al.
Published: (2025)

CamCo: Camera-Controllable 3D-Consistent Image-to-Video Generation
by: Xu, Dejia, et al.
Published: (2024)

Layton: Latent Consistency Tokenizer for 1024-pixel Image Reconstruction and Generation by 256 Tokens
by: Xie, Qingsong, et al.
Published: (2025)

CamI2V: Camera-Controlled Image-to-Video Diffusion Model
by: Zheng, Guangcong, et al.
Published: (2024)

TextRegion: Text-Aligned Region Tokens from Frozen Image-Text Models
by: Xiao, Yao, et al.
Published: (2025)

InsightTok: Improving Text and Face Fidelity in Discrete Tokenization for Autoregressive Image Generation
by: Yue, Yang, et al.
Published: (2026)

Local Representative Token Guided Merging for Text-to-Image Generation
by: Lee, Min-Jeong, et al.
Published: (2025)

RealCam-I2V: Real-World Image-to-Video Generation with Interactive Complex Camera Control
by: Li, Teng, et al.
Published: (2025)

OmniCam: Unified Multimodal Video Generation via Camera Control
by: Yang, Xiaoda, et al.
Published: (2025)

Geometrical Properties of Text Token Embeddings for Strong Semantic Binding in Text-to-Image Generation
by: Seo, Hoigi, et al.
Published: (2025)

ResTok: Learning Hierarchical Residuals in 1D Visual Tokenizers for Autoregressive Image Generation
by: Zhang, Xu, et al.
Published: (2026)

CT-1: Vision-Language-Camera Models Transfer Spatial Reasoning Knowledge to Camera-Controllable Video Generation
by: Zhao, Haoyu, et al.
Published: (2026)

Training-free Camera Control for Video Generation
by: Hou, Chen, et al.
Published: (2024)

Powerful and Flexible: Personalized Text-to-Image Generation via Reinforcement Learning
by: Wei, Fanyue, et al.
Published: (2024)

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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