activity
20242026
most citedNTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Results

2 citations · 3 across the 22 of their papers we have counts for

collaborators

22 papers

cs.CV2026

VISTA: Validation-Guided Integration of Spatial and Temporal Foundation Models with Anatomical Decoding for Rare-Pathology VCE Event Detection -- after competition results

Bo-Cheng Qiu, Fang-Ying Lin, Ming-Han Sun +3

Capsule endoscopy event detection is challenging because clinically relevant findings are sparse, visually heterogeneous, and evaluated at the event level rather than by frame accu…

cs.CV2026

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

Rong-Lin Jian, Ting-Yao Chen, Yu-Fan Lin +4

Color ambient lighting normalization under multi-colored illumination is challenging due to severe chromatic shifts, highlight saturation, and material-dependent reflectance. Exist…

cs.CV2026

NTIRE 2026 Challenge on Single Image Reflection Removal in the Wild: Datasets, Results, and Methods

Jie Cai, Kangning Yang, Zhiyuan Li +50

In this paper, we review the NTIRE 2026 challenge on single-image reflection removal (SIRR) in the wild. SIRR is a fundamental task in image restoration. Despite progress in academ…

cs.CV2026

VISTA: Validation-Guided Integration of Spatial and Temporal Foundation Models with Anatomical Decoding for Rare-Pathology VCE Event Detection

Bo-Cheng Qiu, Yu-Fan Lin, Yu-Zhe Pien +4

Capsule endoscopy event detection is challenging because diagnostically relevant findings are sparse, visually heterogeneous, and embedded in long, noisy video streams, while evalu…

cs.CV2026

HSSDCT: Factorized Spatial-Spectral Correlation for Hyperspectral Image Fusion

Chia-Ming Lee, Yu-Hao Ho, Yu-Fan Lin +3

Hyperspectral image (HSI) fusion aims to reconstruct a high-resolution HSI (HR-HSI) by combining the rich spectral information of a low-resolution HSI (LR-HSI) with the fine spatia…

cs.CV2026

GTATrack: Winner Solution to SoccerTrack 2025 with Deep-EIoU and Global Tracklet Association

Rong-Lin Jian, Ming-Chi Luo, Chen-Wei Huang +3

Multi-object tracking (MOT) in sports is highly challenging due to irregular player motion, uniform appearances, and frequent occlusions. These difficulties are further exacerbated…

cs.CV2026

VReID-XFD: Video-based Person Re-identification at Extreme Far Distance Challenge Results

Kailash A. Hambarde, Hugo Proença, Md Rashidunnabi +18

Person re-identification (ReID) across aerial and ground views at extreme far distances introduces a distinct operating regime where severe resolution degradation, extreme viewpoin…

cs.CV2026

PhaSR: Generalized Image Shadow Removal with Physically Aligned Priors

Chia-Ming Lee, Yu-Fan Lin, Yu-Jou Hsiao +3

Shadow removal under diverse lighting conditions requires disentangling illumination from intrinsic reflectance, a challenge compounded when physical priors are not properly aligne…

cs.CV2026

ReflexSplit: Single Image Reflection Separation via Layer Fusion-Separation

Chia-Ming Lee, Yu-Fan Lin, Jin-Hui Jiang +3

Single Image Reflection Separation (SIRS) disentangles mixed images into transmission and reflection layers. Existing methods suffer from transmission-reflection confusion under no…

cs.MM2025

Anchoring Trends: Mitigating Social Media Popularity Prediction Drift via Feature Clustering and Expansion

Chia-Ming Lee, Bo-Cheng Qiu, Cheng-Jun Kang +5

Predicting online video popularity faces a critical challenge: prediction drift, where models trained on historical data rapidly degrade due to evolving viral trends and user behav…

eess.IV2025

Taming Domain Shift in Multi-source CT-Scan Classification via Input-Space Standardization

Chia-Ming Lee, Bo-Cheng Qiu, Ting-Yao Chen +6

Multi-source CT-scan classification suffers from domain shifts that impair cross-source generalization. While preprocessing pipelines combining Spatial-Slice Feature Learning (SSFL…

cs.CV2025

DenseSR: Image Shadow Removal as Dense Prediction

Yu-Fan Lin, Chia-Ming Lee, Chih-Chung Hsu

Shadows are a common factor degrading image quality. Single-image shadow removal (SR), particularly under challenging indirect illumination, is hampered by non-uniform content degr…

eess.IV2025

Multi Source COVID-19 Detection via Kernel-Density-based Slice Sampling

Chia-Ming Lee, Bo-Cheng Qiu, Ting-Yao Chen +6

We present our solution for the Multi-Source COVID-19 Detection Challenge, which classifies chest CT scans from four distinct medical centers. To address multi-source variability,…

cs.CV2025

NTIRE 2025 Image Shadow Removal Challenge Report

Florin-Alexandru Vasluianu, Tim Seizinger, Zhuyun Zhou +79

This work examines the findings of the NTIRE 2025 Shadow Removal Challenge. A total of 306 participants have registered, with 17 teams successfully submitting their solutions durin…

cs.CV2025

NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment

Shuhao Han, Haotian Fan, Fangyuan Kong +112

This paper reports on the NTIRE 2025 challenge on Text to Image (T2I) generation model quality assessment, which will be held in conjunction with the New Trends in Image Restoratio…

cs.CV2025★ 2 cited

NTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Results

Zheng Chen, Kai Liu, Jue Gong +108

This paper presents the NTIRE 2025 image super-resolution (4) challenge, one of the associated competitions of the 10th NTIRE Workshop at CVPR 2025. The challenge aims to r…

cs.CV2025

3rd Workshop on Maritime Computer Vision (MaCVi) 2025: Challenge Results

Benjamin Kiefer, Lojze Žust, Jon Muhovič +43

The 3rd Workshop on Maritime Computer Vision (MaCVi) 2025 addresses maritime computer vision for Unmanned Surface Vehicles (USV) and underwater. This report offers a comprehensive…

cs.CV2025

Robust Hyperspectral Image Panshapring via Sparse Spatial-Spectral Representation

Chia-Ming Lee, Yu-Fan Lin, Li-Wei Kang +1

High-resolution hyperspectral imaging plays a crucial role in various remote sensing applications, yet its acquisition often faces fundamental limitations due to hardware constrain…

eess.IV2025★ 1 cited

HyFusion: Enhanced Reception Field Transformer for Hyperspectral Image Fusion

Chia-Ming Lee, Yu-Fan Lin, Yu-Hao Ho +2

Hyperspectral image (HSI) fusion addresses the challenge of reconstructing High-Resolution HSIs (HR-HSIs) from High-Resolution Multispectral images (HR-MSIs) and Low-Resolution HSI…

eess.IV2024

PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency Adaptation

Chia-Ming Lee, Ching-Heng Cheng, Yu-Fan Lin +5

Recent advances in All-in-One (AiO) RGB image restoration have demonstrated the effectiveness of prompt learning in handling multiple degradations within a single model. However, e…

cs.CV2024

Self-supervised Fusarium Head Blight Detection with Hyperspectral Image and Feature Mining

Yu-Fan Lin, Ching-Heng Cheng, Bo-Cheng Qiu +3

Fusarium Head Blight (FHB) is a serious fungal disease affecting wheat (including durum), barley, oats, other small cereal grains, and corn. Effective monitoring and accurate detec…

cs.MM2024

Revisiting Vision-Language Features Adaptation and Inconsistency for Social Media Popularity Prediction

Chih-Chung Hsu, Chia-Ming Lee, Yu-Fan Lin +3

Social media popularity (SMP) prediction is a complex task involving multi-modal data integration. While pre-trained vision-language models (VLMs) like CLIP have been widely adopte…