AIM: Adaptive Intra-Network Modulation for Balanced Multimodal Learning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Shen, Shu, Chen, C. L. Philip, Zhang, Tong
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Reliable Multimodal Learning Via Multi-Level Adaptive DeConfusion
di: Zhang, Tong, et al.
Pubblicazione: (2025)

Test-time Adaptive Hierarchical Co-enhanced Denoising Network for Reliable Multimodal Classification
di: Shen, Shu, et al.
Pubblicazione: (2026)

Multi-QuAD: Multi-Level Quality-Adaptive Dynamic Network for Reliable Multimodal Classification
di: Shen, Shu, et al.
Pubblicazione: (2024)

AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning
di: Li, Xiping, et al.
Pubblicazione: (2025)

Balancing Multimodal Domain Generalization via Gradient Modulation and Projection
di: Li, Hongzhao, et al.
Pubblicazione: (2026)

SCPNet: Unsupervised Cross-modal Homography Estimation via Intra-modal Self-supervised Learning
di: Zhang, Runmin, et al.
Pubblicazione: (2024)

AIM: Asymmetric Information Masking for Visual Question Answering Continual Learning
di: Zhang, Peifeng, et al.
Pubblicazione: (2026)

AIM: Adversarial Information Masking for Faithfulness Evaluation of Saliency Maps
di: Hsieh, Chia-Ying, et al.
Pubblicazione: (2026)

PAKAN: Pixel Adaptive Kolmogorov-Arnold Network Modules for Pansharpening
di: Zhang, Haoyu, et al.
Pubblicazione: (2026)

On-the-fly Modulation for Balanced Multimodal Learning
di: Wei, Yake, et al.
Pubblicazione: (2024)

Balanced Learning for Domain Adaptive Semantic Segmentation
di: Li, Wangkai, et al.
Pubblicazione: (2025)

AIM 2025 Challenge on High FPS Motion Deblurring: Methods and Results
di: Ciubotariu, George, et al.
Pubblicazione: (2025)

AIM 2024 Sparse Neural Rendering Challenge: Methods and Results
di: Nazarczuk, Michal, et al.
Pubblicazione: (2024)

AIM: Amending Inherent Interpretability via Self-Supervised Masking
di: Alshami, Eyad, et al.
Pubblicazione: (2025)

AIM 2025 Challenge on Real-World RAW Image Denoising
di: Li, Feiran, et al.
Pubblicazione: (2025)

AIM 2024 Challenge on UHD Blind Photo Quality Assessment
di: Hosu, Vlad, et al.
Pubblicazione: (2024)

AIM 2024 Sparse Neural Rendering Challenge: Dataset and Benchmark
di: Nazarczuk, Michal, et al.
Pubblicazione: (2024)

Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism
di: Liang, Yu, et al.
Pubblicazione: (2025)

AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning
di: Zhong, Yiwu, et al.
Pubblicazione: (2024)

Adaptive Intra-Class Variation Contrastive Learning for Unsupervised Person Re-Identification
di: Liu, Lingzhi, et al.
Pubblicazione: (2024)

Spectral-Adaptive Modulation Networks for Visual Perception
di: Yun, Guhnoo, et al.
Pubblicazione: (2025)

Efficient Perceptual Image Super Resolution: AIM 2025 Study and Benchmark
di: Longarela, Bruno, et al.
Pubblicazione: (2025)

Adaptive and Balanced Re-initialization for Long-timescale Continual Test-time Domain Adaptation
di: Wang, Yanshuo, et al.
Pubblicazione: (2026)

Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies
di: Tian, Mulin, et al.
Pubblicazione: (2023)

CATP: Contextually Adaptive Token Pruning for Efficient and Enhanced Multimodal In-Context Learning
di: Li, Yanshu, et al.
Pubblicazione: (2025)

AIM-Bench: Benchmarking and Improving Affective Image Manipulation via Fine-Grained Hierarchical Control
di: Chen, Shi, et al.
Pubblicazione: (2026)

Windsock is Dancing: Adaptive Multimodal Retrieval-Augmented Generation
di: Zhao, Shu, et al.
Pubblicazione: (2025)

Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image Restoration
di: Yu, Xiaoyan, et al.
Pubblicazione: (2024)

Foster Adaptivity and Balance in Learning with Noisy Labels
di: Sheng, Mengmeng, et al.
Pubblicazione: (2024)

AIM2PC: Aerial Image to 3D Building Point Cloud Reconstruction
di: Turki, Soulaimene, et al.
Pubblicazione: (2025)

Efficient Real-World Deblurring using Single Images: AIM 2025 Challenge Report
di: Feijoo, Daniel, et al.
Pubblicazione: (2025)

Generator-Refiner-Examiner: A Tri-Module Data Augmentation Framework for 3D Human Avatar Learning from Monocular Videos
di: Zhang, Gangjian, et al.
Pubblicazione: (2026)

Robust Saliency-Aware Distillation for Few-shot Fine-grained Visual Recognition
di: Liu, Haiqi, et al.
Pubblicazione: (2023)

Unsupervised Multimodal 3D Medical Image Registration with Multilevel Correlation Balanced Optimization
di: Wang, Jiazheng, et al.
Pubblicazione: (2024)

I2CR: Intra- and Inter-modal Collaborative Reflections for Multimodal Entity Linking
di: Liu, Ziyan, et al.
Pubblicazione: (2025)

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

Adaptive Multi-step Refinement Network for Robust Point Cloud Registration
di: Chen, Zhi, et al.
Pubblicazione: (2023)

ICG-MVSNet: Learning Intra-view and Cross-view Relationships for Guidance in Multi-View Stereo
di: Hu, Yuxi, et al.
Pubblicazione: (2025)

Enhanced Partially Relevant Video Retrieval through Inter- and Intra-Sample Analysis with Coherence Prediction
di: Ren, Junlong, et al.
Pubblicazione: (2025)

Modality-Balanced Learning for Multimedia Recommendation
di: Zhang, Jinghao, et al.
Pubblicazione: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"it"
ui	"standard"
VUFIND_SESSION	"b0583f4557472a14d69aac5d91147926"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790968750.9539 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "b0583f4557472a14d69aac5d91147926" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"language=it; ui=standard; VUFIND_SESSION=b0583f4557472a14d69aac5d91147926"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"63187"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2508_19769/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2508_19769/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790968750.9444
REQUEST_TIME	1790968750

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler