Asymmetric Masked Distillation for Pre-Training Small Foundation Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhao, Zhiyu, Huang, Bingkun, Xing, Sen, Wu, Gangshan, Qiao, Yu, Wang, Limin
Format:	Preprint
Published:	2023
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Joint Modeling of Feature, Correspondence, and a Compressed Memory for Video Object Segmentation
by: Zhang, Jiaming, et al.
Published: (2023)

SportsHHI: A Dataset for Human-Human Interaction Detection in Sports Videos
by: Wu, Tao, et al.
Published: (2024)

Unmasked Teacher: Towards Training-Efficient Video Foundation Models
by: Li, Kunchang, et al.
Published: (2023)

MixFormerV2: Efficient Fully Transformer Tracking
by: Cui, Yutao, et al.
Published: (2023)

MotionRAG: Motion Retrieval-Augmented Image-to-Video Generation
by: Zhu, Chenhui, et al.
Published: (2025)

Data-efficient Event Camera Pre-training via Disentangled Masked Modeling
by: Huang, Zhenpeng, et al.
Published: (2024)

STMixer: A One-Stage Sparse Action Detector
by: Wu, Tao, et al.
Published: (2024)

Open-Vocabulary Spatio-Temporal Action Detection
by: Wu, Tao, et al.
Published: (2024)

Dual DETRs for Multi-Label Temporal Action Detection
by: Zhu, Yuhan, et al.
Published: (2024)

Pure-Pass: Fine-Grained, Adaptive Masking for Dynamic Token-Mixing Routing in Lightweight Image Super-Resolution
by: Wu, Junyu, et al.
Published: (2025)

Efficient Test-Time Prompt Tuning for Vision-Language Models
by: Zhu, Yuhan, et al.
Published: (2024)

GLAD: Generative Language-Assisted Visual Tracking for Low-Semantic Templates
by: Luo, Xingyu, et al.
Published: (2026)

MMCLIP: Cross-modal Attention Masked Modelling for Medical Language-Image Pre-Training
by: Wu, Biao, et al.
Published: (2024)

Harvest Video Foundation Models via Efficient Post-Pretraining
by: Li, Yizhuo, et al.
Published: (2023)

MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis
by: Zhuang, Jiaxin, et al.
Published: (2024)

MMRPT: MultiModal Reinforcement Pre-Training via Masked Vision-Dependent Reasoning
by: Zheng, Xuhui, et al.
Published: (2025)

EgoVideo: Exploring Egocentric Foundation Model and Downstream Adaptation
by: Pei, Baoqi, et al.
Published: (2024)

PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm
by: Zhu, Haoyi, et al.
Published: (2023)

Pre-Trained Masked Image Model for Mobile Robot Navigation
by: Sharma, Vishnu Dutt, et al.
Published: (2023)

Muskie: Multi-view Masked Image Modeling for 3D Vision Pre-training
by: Li, Wenyu, et al.
Published: (2025)

VideoEval: Comprehensive Benchmark Suite for Low-Cost Evaluation of Video Foundation Model
by: Li, Xinhao, et al.
Published: (2024)

Revealing the Power of Post-Training for Small Language Models via Knowledge Distillation
by: Rang, Miao, et al.
Published: (2025)

Masked Autoencoder Self Pre-Training for Defect Detection in Microelectronics
by: Röhrich, Nikolai, et al.
Published: (2025)

Multi-Modal Soccer Scene Analysis with Masked Pre-Training
by: Peral, Marc, et al.
Published: (2025)

SOEDiff: Efficient Distillation for Small Object Editing
by: Wu, Yiming, et al.
Published: (2024)

An Experimental Study on Exploring Strong Lightweight Vision Transformers via Masked Image Modeling Pre-Training
by: Gao, Jin, et al.
Published: (2024)

CineTrans: Learning to Generate Videos with Cinematic Transitions via Masked Diffusion Models
by: Wu, Xiaoxue, et al.
Published: (2025)

Chain-of-Models Pre-Training: Rethinking Training Acceleration of Vision Foundation Models
by: Fan, Jiawei, et al.
Published: (2026)

ARFA: An Asymmetric Receptive Field Autoencoder Model for Spatiotemporal Prediction
by: Zhang, Wenxuan, et al.
Published: (2023)

Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching
by: Xia, Qianxin, et al.
Published: (2026)

ComKD-CLIP: Comprehensive Knowledge Distillation for Contrastive Language-Image Pre-traning Model
by: Chen, Yifan, et al.
Published: (2024)

Reprogramming Distillation for Medical Foundation Models
by: Zhou, Yuhang, et al.
Published: (2024)

Lightweight Model Pre-training via Language Guided Knowledge Distillation
by: Li, Mingsheng, et al.
Published: (2024)

Deep Reprogramming Distillation for Medical Foundation Models
by: Du, Siyuan, et al.
Published: (2026)

SteadyDancer: Harmonized and Coherent Human Image Animation with First-Frame Preservation
by: Zhang, Jiaming, et al.
Published: (2025)

CoMP: Continual Multimodal Pre-training for Vision Foundation Models
by: Chen, Yitong, et al.
Published: (2025)

Mask as Supervision: Leveraging Unified Mask Information for Unsupervised 3D Pose Estimation
by: Yang, Yuchen, et al.
Published: (2023)

VideoDistill: Language-aware Vision Distillation for Video Question Answering
by: Zou, Bo, et al.
Published: (2024)

Token Painter: Training-Free Text-Guided Image Inpainting via Mask Autoregressive Models
by: Jiang, Longtao, et al.
Published: (2025)

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
ui	"standard"
VUFIND_SESSION	"fad4cc94b027591f771cc24621695148"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790979264.5125 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "fad4cc94b027591f771cc24621695148" ]`]
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	"ui=standard; VUFIND_SESSION=fad4cc94b027591f771cc24621695148; language=en"
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	"40760"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2311_03149/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2311_03149/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790979264.5063
REQUEST_TIME	1790979264

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
VUFIND_SESSION	"fad4cc94b027591f771cc24621695148"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790979264.5125 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "fad4cc94b027591f771cc24621695148" ]`]
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	"ui=standard; VUFIND_SESSION=fad4cc94b027591f771cc24621695148; language=en"
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	"40760"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2311_03149/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2311_03149/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790979264.5063
REQUEST_TIME	1790979264

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: