CANDLE: Illumination-Invariant Semantic Priors for Color Ambient Lighting Normalization

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Jian, Rong-Lin, Chen, Ting-Yao, Lin, Yu-Fan, Lee, Chia-Ming, Yang, Fu-En, Wang, Yu-Chiang Frank, Hsu, Chih-Chung
Format:	Preprint
Veröffentlicht:	2026
Schlagworte:	Computer Vision and Pattern Recognition
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

DenseSR: Image Shadow Removal as Dense Prediction
von: Lin, Yu-Fan, et al.
Veröffentlicht: (2025)

VISTA: Validation-Guided Integration of Spatial and Temporal Foundation Models with Anatomical Decoding for Rare-Pathology VCE Event Detection
von: Qiu, Bo-Cheng, et al.
Veröffentlicht: (2026)

MISS: Memory-efficient Instance Segmentation Framework By Visual Inductive Priors Flow Propagation
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2024)

PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency Adaptation
von: Lee, Chia-Ming, et al.
Veröffentlicht: (2024)

PhaSR: Generalized Image Shadow Removal with Physically Aligned Priors
von: Lee, Chia-Ming, et al.
Veröffentlicht: (2026)

Deep Unfolding Real-Time Super-Resolution Using Subpixel-Shift Twin Image and Convex Self-Similarity Prior
von: Lin, Chia-Hsiang, et al.
Veröffentlicht: (2026)

GTATrack: Winner Solution to SoccerTrack 2025 with Deep-EIoU and Global Tracklet Association
von: Jian, Rong-Lin, et al.
Veröffentlicht: (2026)

P‐9: Integrated Ambipolar a‐Si TFT with Active Pixel Sensing Array Applied for Ambient Color Temperature and UV Sensing
von: Yi‐Cheng Yuan, et al.
Veröffentlicht: (2024)

Divide and Conquer: Grounding a Bleeding Areas in Gastrointestinal Image with Two-Stage Model
von: Lin, Yu-Fan, et al.
Veröffentlicht: (2024)

Robust Hyperspectral Image Panshapring via Sparse Spatial-Spectral Representation
von: Lee, Chia-Ming, et al.
Veröffentlicht: (2025)

UMCL: Unimodal-generated Multimodal Contrastive Learning for Cross-compression-rate Deepfake Detection
von: Lai, Ching-Yi, et al.
Veröffentlicht: (2025)

Revisiting Vision-Language Features Adaptation and Inconsistency for Social Media Popularity Prediction
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2024)

Real-Time Compressed Sensing for Joint Hyperspectral Image Transmission and Restoration for CubeSat
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2024)

ELSA: Exact Linear-Scan Attention for Fast and Memory-Light Vision Transformers
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2026)

Advancing Structured Priors for Sparse-Voxel Surface Reconstruction
von: Chi, Ting-Hsun, et al.
Veröffentlicht: (2026)

P‐79: Calibration Data Methods for In‐Cell Integrated Ambient Light and Color Temperature Sensor Data
von: Yi-Ting Chung, et al.
Veröffentlicht: (2024)

HyFusion: Enhanced Reception Field Transformer for Hyperspectral Image Fusion
von: Lee, Chia-Ming, et al.
Veröffentlicht: (2025)

VISTA: Validation-Guided Integration of Spatial and Temporal Foundation Models with Anatomical Decoding for Rare-Pathology VCE Event Detection -- after competition results
von: Qiu, Bo-Cheng, et al.
Veröffentlicht: (2026)

A 38 GHz Low‐Dose Radiation Millimeter‐Wave Capsule Yagi Array Antenna for Human Body Application
von: Ming‐An Chung, et al.
Veröffentlicht: (2026)

Taming the Light: Illumination-Invariant Semantic 3DGS-SLAM
von: Zhang, Shouhe, et al.
Veröffentlicht: (2025)

ReflexSplit: Single Image Reflection Separation via Layer Fusion-Separation
von: Lee, Chia-Ming, et al.
Veröffentlicht: (2026)

High-Throughput GW Calculations via Machine Learning
von: Abdelghany, Ragab. A., et al.
Veröffentlicht: (2025)

HSSDCT: Factorized Spatial-Spectral Correlation for Hyperspectral Image Fusion
von: Lee, Chia-Ming, et al.
Veröffentlicht: (2026)

Augment Before Copy-Paste: Data and Memory Efficiency-Oriented Instance Segmentation Framework for Sport-scenes
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2024)

Taming Domain Shift in Multi-source CT-Scan Classification via Input-Space Standardization
von: Lee, Chia-Ming, et al.
Veröffentlicht: (2025)

Multi Source COVID-19 Detection via Kernel-Density-based Slice Sampling
von: Lee, Chia-Ming, et al.
Veröffentlicht: (2025)

Simple 2D Convolutional Neural Network-based Approach for COVID-19 Detection
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2024)

A Closer Look at Spatial-Slice Features Learning for COVID-19 Detection
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2024)

28‐GHz Compact Substrate‐Integrated Waveguide Array Antenna With Power Divider Structure
von: Ming-An Chung, et al.
Veröffentlicht: (2025)

Miniaturize Dual‐Band Open‐Loop Resonator‐Based MIMO Antenna With Wide Bandwidth and High Gain
von: Ming-An Chung, et al.
Veröffentlicht: (2024)

Self-supervised Fusarium Head Blight Detection with Hyperspectral Image and Feature Mining
von: Lin, Yu-Fan, et al.
Veröffentlicht: (2024)

DRCT: Saving Image Super-resolution away from Information Bottleneck
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2024)

DINOLight: Robust Ambient Light Normalization with Self-supervised Visual Prior Integration
von: Oh, Youngjin, et al.
Veröffentlicht: (2026)

CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image Fusion
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2024)

Safe LoRA: the Silver Lining of Reducing Safety Risks when Fine-tuning Large Language Models
von: Hsu, Chia-Yi, et al.
Veröffentlicht: (2024)

Towards Robust DeepFake Detection under Unstable Face Sequences: Adaptive Sparse Graph Embedding with Order-Free Representation and Explicit Laplacian Spectral Prior
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (2025)

Adaptive Graph Convolution and Semantic-Guided Attention for Multimodal Risk Detection in Social Networks
von: Du, Cuiqianhe, et al.
Veröffentlicht: (2025)

P‐72: A Bidirectional Gate Driver Circuit with Scan Signal for Low‐Frame‐Rate LTPO AMOLED Displays
von: Chia‐Lun Lee, et al.
Veröffentlicht: (2024)

A 28‐GHz Vivaldi Array Antenna With Power Divider Structure for Achieving Wide Band and Gain Enhancement
von: Ming-An Chung, et al.
Veröffentlicht: (2024)

Progressive Alignment with VLM-LLM Feature to Augment Defect Classification for the ASE Dataset
von: Hsu, Chih-Chung, et al.
Veröffentlicht: (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
ui	"standard"
VUFIND_SESSION	"d5ec67625d0f721368567eb415586b5e"
language	"de"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790899851.0826 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "d5ec67625d0f721368567eb415586b5e" ]`]
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=d5ec67625d0f721368567eb415586b5e; language=de"
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	"23930"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2604_02785/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2604_02785/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790899851.0768
REQUEST_TIME	1790899851

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler