Deep Feature Surgery: Towards Accurate and Efficient Multi-Exit Networks

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Gong, Cheng, Chen, Yao, Luo, Qiuyang, Lu, Ye, Li, Tao, Zhang, Yuzhi, Sun, Yufei, Zhang, Le
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Towards Efficient Deep Hashing Retrieval: Condensing Your Data via Feature-Embedding Matching
di: Feng, Tao, et al.
Pubblicazione: (2023)

Towards Efficient General Feature Prediction in Masked Skeleton Modeling
di: Sun, Shengkai, et al.
Pubblicazione: (2025)

EDFFDNet: Towards Accurate and Efficient Unsupervised Multi-Grid Image Registration
di: Zhu, Haokai, et al.
Pubblicazione: (2025)

Multiple-Exit Tuning: Towards Inference-Efficient Adaptation for Vision Transformer
di: Liu, Zheng, et al.
Pubblicazione: (2024)

SpirDet: Towards Efficient, Accurate and Lightweight Infrared Small Target Detector
di: Mao, Qianchen, et al.
Pubblicazione: (2024)

BiVM: Accurate Binarized Neural Network for Efficient Video Matting
di: Qin, Haotong, et al.
Pubblicazione: (2025)

Towards Accurate Unified Anomaly Segmentation
di: Ma, Wenxin, et al.
Pubblicazione: (2025)

Gait Recognition via Deep Residual Networks and Multi-Branch Feature Fusion
di: Luo, Yabo, et al.
Pubblicazione: (2026)

Toward Fairness Through Fair Multi-Exit Framework for Dermatological Disease Diagnosis
di: Chiu, Ching-Hao, et al.
Pubblicazione: (2023)

DCFFSNet: Deep Connectivity Feature Fusion Separation Network for Medical Image Segmentation
di: Zhang, Mingda, et al.
Pubblicazione: (2025)

BridgeNet: Comprehensive and Effective Feature Interactions via Bridge Feature for Multi-task Dense Predictions
di: Zhang, Jingdong, et al.
Pubblicazione: (2023)

OAMatcher: An Overlapping Areas-based Network for Accurate Local Feature Matching
di: Dai, Kun, et al.
Pubblicazione: (2023)

Minimize Quantization Output Error with Bias Compensation
di: Gong, Cheng, et al.
Pubblicazione: (2024)

Deep Neural Networks for Accurate Depth Estimation with Latent Space Features
di: Yasir, Siddiqui Muhammad, et al.
Pubblicazione: (2025)

FID-Net: A Feature-Enhanced Deep Learning Network for Forest Infestation Detection
di: Zhang, Yan, et al.
Pubblicazione: (2025)

Unsupervised Out-of-Distribution Detection in Medical Imaging Using Multi-Exit Class Activation Maps and Feature Masking
di: Chen, Yu-Jen, et al.
Pubblicazione: (2025)

Edge-aware Feature Aggregation Network for Polyp Segmentation
di: Zhou, Tao, et al.
Pubblicazione: (2023)

EMDFNet: Efficient Multi-scale and Diverse Feature Network for Traffic Sign Detection
di: Li, Pengyu, et al.
Pubblicazione: (2024)

RedTest: Towards Measuring Redundancy in Deep Neural Networks Effectively
di: Lu, Yao, et al.
Pubblicazione: (2024)

ReconViaGen: Towards Accurate Multi-view 3D Object Reconstruction via Generation
di: Chang, Jiahao, et al.
Pubblicazione: (2025)

LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network
di: Su, Yuchen, et al.
Pubblicazione: (2023)

SpikeTrack: A Spike-driven Framework for Efficient Visual Tracking
di: Zhang, Qiuyang, et al.
Pubblicazione: (2026)

Diffusion Noise Feature: Accurate and Fast Generated Image Detection
di: Zhang, Yichi, et al.
Pubblicazione: (2023)

Unlock Pose Diversity: Accurate and Efficient Implicit Keypoint-based Spatiotemporal Diffusion for Audio-driven Talking Portrait
di: Yang, Chaolong, et al.
Pubblicazione: (2025)

Towards Calibrated Deep Clustering Network
di: Jia, Yuheng, et al.
Pubblicazione: (2024)

RADA: Robust and Accurate Feature Learning with Domain Adaptation
di: He, Jingtai, et al.
Pubblicazione: (2024)

Deep Feature Gaussian Processes for Single-Scene Aerosol Optical Depth Reconstruction
di: Liu, Shengjie, et al.
Pubblicazione: (2024)

Template-Based Feature Aggregation Network for Industrial Anomaly Detection
di: Luo, Wei, et al.
Pubblicazione: (2026)

When Can We Trust Deep Neural Networks? Towards Reliable Industrial Deployment with an Interpretability Guide
di: Dong, Hang-Cheng, et al.
Pubblicazione: (2026)

Efficient RGB-D Scene Understanding via Multi-task Adaptive Learning and Cross-dimensional Feature Guidance
di: Sun, Guodong, et al.
Pubblicazione: (2026)

Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes
di: Hong, Yuanduo, et al.
Pubblicazione: (2021)

H3DE-Net: Efficient and Accurate 3D Landmark Detection in Medical Imaging
di: Huang, Zhen, et al.
Pubblicazione: (2025)

Dense Feature Interaction Network for Image Inpainting Localization
di: Yao, Ye, et al.
Pubblicazione: (2024)

MistExit: Learning to Exit for Early Mistake Detection in Procedural Videos
di: Majumder, Sagnik, et al.
Pubblicazione: (2026)

Acquiring Submillimeter-Accurate Multi-Task Vision Datasets for Computer-Assisted Orthopedic Surgery
di: Most, Emma, et al.
Pubblicazione: (2025)

EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation
di: Zhang, Zelin, et al.
Pubblicazione: (2025)

Distilling Channels for Efficient Deep Tracking
di: Ge, Shiming, et al.
Pubblicazione: (2024)

Towards Efficient and Accurate Spiking Neural Networks via Adaptive Bit Allocation
di: Yao, Xingting, et al.
Pubblicazione: (2025)

CityGaussianV2: Efficient and Geometrically Accurate Reconstruction for Large-Scale Scenes
di: Liu, Yang, et al.
Pubblicazione: (2024)

Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network
di: Zhang, Rui, et al.
Pubblicazione: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"8e9c674bfa6c224f50f0861b8975c5e8"
ui	"standard"
language	"it"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790882382.4656 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "8e9c674bfa6c224f50f0861b8975c5e8" ]`]
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	"VUFIND_SESSION=8e9c674bfa6c224f50f0861b8975c5e8; ui=standard; language=it"
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	"62650"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2407_13986/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2407_13986/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790882382.4612
REQUEST_TIME	1790882382

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler