WACV

MedPEFT-CL: Dual-Phase Parameter-Efficient Continual Learning with Medical Semantic Adapter and Bidirectional Memory Consolidation

MedPEFT-CL：基于医学语义适配器和双向记忆巩固的双阶段参数高效持续学习

Ziyuan Gao

机构 * University College London（伦敦大学学院） 纠错

AI总结 MedPEFT-CL通过语义驱动适配器和双向记忆协调，实现医学视觉-语言任务中的参数高效持续学习，有效缓解灾难性遗忘。

Comments Accepted by WACV 2026 (round 2)

Intraoperative 2D/3D Registration via Spherical Similarity Learning and Differentiable Levenberg-Marquardt Optimization

术中2D/3D配准 via 球形相似性学习和可微勒克莱尔-马尔科夫特优化

Minheng Chen, Youyong Kong

机构 * Southeast University（东南大学） ； University of Texas at Arlington（德克萨斯大学阿灵顿分校） 纠错

AI总结 本文提出基于球形相似性学习和可微勒克莱尔-马尔科夫特优化的术中2D/3D配准方法，以提高配准精度和收敛速度。

Comments WACV 2026 Accepted

Occlusion Sensitivity Analysis with Augmentation Subspace Perturbation in Deep Feature Space

基于深度特征空间的遮挡敏感性分析与增强子空间扰动

Pedro Valois, Koichiro Niinuma, Kazuhiro Fukui

AI总结 本文提出OSA-DAS方法，通过深度特征空间构建低维子空间，实现更精确的模型预测解释，优于现有解释器。

Comments Accepted at WACV 2024

A Little More Like This: Text-to-Image Retrieval with Vision-Language Models Using Relevance Feedback

略多一些像这个：利用视觉语言模型进行文本到图像检索的相关反馈

Bulat Khaertdinov, Mirela Popa, Nava Tintarev

机构 * Maastricht University（马斯特里赫特大学） 纠错

AI总结 本文提出基于相关反馈机制提升视觉语言模型文本到图像检索性能的方法，通过四种反馈策略在Flickr30k和COCO数据集上验证，提升了检索效果并增强了多轮检索的鲁棒性。

Comments Accepted to WACV'26

UI-Styler: Ultrasound Image Style Transfer with Class-Aware Prompts for Cross-Device Diagnosis Using a Frozen Black-Box Inference Network

UI-Styler: 超声图像风格迁移与跨设备诊断的类感知提示使用冻结黑盒推理网络

Nhat-Tuong Do-Tran, Ngoc-Hoang-Lam Le, Ching-Chun Huang

AI总结 UI-Styler通过类感知提示策略和模式匹配机制，提升超声图像跨设备诊断的准确性和性能。

Comments Project page: https://dotrannhattuong.github.io/UIStyler, Accepted to WACV 2026

Performance of Conformal Prediction in Capturing Aleatoric Uncertainty

符合预测在捕捉偶然不确定性中的表现

Misgina Tsighe Hagos, Claes Lundström

机构 * Linköping University（林雪平大学） 纠错

AI总结 本文研究了符合预测在捕捉数据集中由于类别重叠导致的偶然不确定性方面的有效性，发现其与人类注释的相关性较弱。

Comments Accepted at the IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2026

StreetView-Waste: A Multi-Task Dataset for Urban Waste Management

StreetView-Waste: 一个用于城市垃圾管理的多任务数据集

Diogo J. Paulo, João Martins, Hugo Proença, João C. Neves

机构 * University of Beira Interior（贝拉内陆大学） ； IT: Instituto de Telecomunicações（电信研究所） ； NOVA LINCS 纠错

AI总结 StreetView-Waste数据集通过多任务设置，提供垃圾桶检测、跟踪和溢出分割的基准，结合启发式方法和几何先验提升模型性能。

Comments Accepted at WACV 2026

Unsupervised Discovery of Long-Term Spatiotemporal Periodic Workflows in Human Activities

无监督发现人类活动中的长期时空周期性工作流

Fan Yang, Quanting Xie, Atsunori Moteki, Shoichi Masui, Shan Jiang, Kanji Uchino, Yonatan Bisk, Graham Neubig

机构 * Fujitsu Research of America, USA（美国富士通研究机构） ； Fujitsu Limited, Japan（日本富士通有限公司） ； Carnegie Mellon University, USA（美国卡内基梅隆大学） 纠错

AI总结 本文提出首个包含长期周期性工作流的基准，通过轻量级基线实现无监督检测和异常检测，显著优于现有方法并具备实际部署优势。

Comments accepted to WACV 2026

IPTQ-ViT: Post-Training Quantization of Non-linear Functions for Integer-only Vision Transformers

Gihwan Kim, Jemin Lee, Hyungshin Kim

机构 * Chungnam National University（Chungnam 国立大学） ； Electronics and Telecommunications Research Institute (ETRI)（电子与电信研究院） 纠错

Comments accepted in WACV 2026 (10 pages)

Graph Query Networks for Object Detection with Automotive Radar

Loveneet Saini, Hasan Tercan, Tobias Meisen

机构 * University of Wuppertal（乌珀塔尔大学） 纠错

Comments Accepted in WACV 2026 Main Conference

IFQA: Interpretable Face Quality Assessment

Byungho Jo, Donghyeon Cho, In Kyu Park, Sungeun Hong

Comments WACV 2023, Code: https://github.com/VCLLab/IFQA

SceneEdited: A City-Scale Benchmark for 3D HD Map Updating via Image-Guided Change Detection

Chun-Jung Lin, Tat-Jun Chin, Sourav Garg, Feras Dayoub

机构 * Australian Institute for Machine Learning (AIML), University of Adelaide, Australia（澳大利亚机器学习研究所（AIML）、阿德莱德大学） 纠错

Comments accepted by WACV 2026

Detecting Out-of-Distribution Objects through Class-Conditioned Inpainting

Quang-Huy Nguyen, Jin Peng Zhou, Zhenzhen Liu, Khanh-Huyen Bui, Kilian Q. Weinberger, Wei-Lun Chao, Dung D. Le

机构 * The Ohio State University（俄亥俄州立大学） ； Cornell University（康奈尔大学） ； FPT Software AI Center（FPT软件人工智能中心） ； VinUniversity（文理大学） 纠错

Comments Accepted in WACV 2026 (Algorithms track)

Flood-LDM: Generalizable Latent Diffusion Models for rapid and accurate zero-shot High-Resolution Flood Mapping

Sun Han Neo, Sachith Seneviratne, Herath Mudiyanselage Viraj Vidura Herath, Abhishek Saha, Sanka Rasnayaka, Lucy Amanda Marshall

机构 * Department of Computer Science, School of Computing, National University of Singapore（新加坡国立大学计算机科学系） ； Transport, Health and Urban Systems Research Lab, Melbourne School of Design, University of Melbourne（墨尔本大学设计学院交通、健康与城市系统研究实验室） ； School of Civil Engineering, Faculty of Engineering, University of Sydney（悉尼大学土木工程学院） ； Delft Institute of Applied Mathematics, Delft University of Technology（代尔夫特理工大学应用数学研究所） 纠错

Comments Accepted for publication at the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2026

VLMs Guided Interpretable Decision Making for Autonomous Driving

Xin Hu, Taotao Jing, Renran Tian, Zhengming Ding

机构 * Department of Computer Science, Tulane University（路易斯安那大学计算机科学系） ； Qualcomm（高通公司） ； Department of Industrial and Systems Engineering, North Carolina State University（北卡罗来纳州立大学工业与系统工程系） 纠错

Comments Accepted by WACV 2026

ODE$_t$(ODE$_l$): Shortcutting the Time and the Length in Diffusion and Flow Models for Faster Sampling

Denis Gudovskiy, Wenzhao Zheng, Tomoyuki Okuno, Yohei Nakata, Kurt Keutzer

机构 * Panasonic AI Lab（松下人工智能实验室） ； UC Berkeley（加州大学伯克利分校） ； Panasonic DX-CPS（松下DX-CPS） 纠错

Comments Accepted to WACV 2026. Preprint. Github page: github.com/gudovskiy/odelt

Self-Supervised Visual Prompting for Cross-Domain Road Damage Detection

Xi Xiao, Zhuxuanzi Wang, Mingqiao Mo, Chen Liu, Chenrui Ma, Yanshu Li, Smita Krishnaswamy, Xiao Wang, Tianyang Wang

机构 * University of Alabama at Birmingham（阿拉巴马大学伯明翰分校） ； Cornell University（康奈尔大学） ； Yale University（耶鲁大学） ； University of California Irvine（加州大学伊万哥罗市分校） ； Brown University（布朗大学） ； Oak Ridge National Laboratory（橡树岭国家实验室） 纠错

Comments Accepted by WACV 2026

SFMNet: Sparse Focal Modulation for 3D Object Detection

Oren Shrout, Ayellet Tal

机构 * Technion, Israel（技术离子大学） 纠错

Comments WACV 2026

Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast Objects

Yixin Zhang, Nicholas Konz, Kevin Kramer, Maciej A. Mazurowski

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Department of Computer Science（计算机科学系） ； Department of Radiology（放射学系） ； Department of Biostatistics & Bioinformatics（生物统计学与生物信息学系） ； Minnesota Health Solutions（明尼苏达健康解决方案） 纠错

Comments Accepted at WACV 2026. Code: https://github.com/mazurowski-lab/SAMFailureMetrics

Contrastive Integrated Gradients: A Feature Attribution-Based Method for Explaining Whole Slide Image Classification

Anh Mai Vu, Tuan L. Vo, Ngoc Lam Quang Bui, Nam Nguyen Le Binh, Akash Awasthi, Huy Quoc Vo, Thanh-Huy Nguyen, Zhu Han, Chandra Mohan, Hien Van Nguyen

机构 * ECE Department, University of Houston（德克萨斯大学休斯顿分校电子与计算机工程系） ； Information Technology, HCMC University of Technology and Education（胡志明市技术与教育大学信息技术系） ； VN-UK Institute for Research and Executive Education, The University of Da Nang（越南-英国研究与管理教育研究所，丹那大学） ； Ho Chi Minh City University of Science, Vietnam National University（胡志明市科学大学，越南国家大学） ； Computational Biology Department, Carnegie Mellon University（卡内基梅隆大学计算生物学系） 纠错

Comments Accepted to WACV 2026

GrounDiff: Diffusion-Based Ground Surface Generation from Digital Surface Models

Oussema Dhaouadi, Johannes Meier, Jacques Kaiser, Daniel Cremers

机构 * DeepScenario ； TU Munich（慕尼黑工业大学） ； Munich Center for Machine Learning（慕尼黑机器学习中心） 纠错

Comments Accepted at WACV 2026

VISTA: A Vision and Intent-Aware Social Attention Framework for Multi-Agent Trajectory Prediction

Stephane Da Silva Martins, Emanuel Aldea, Sylvie Le Hégarat-Mascle

机构 * SATIE - CNRS UMR 8029 Paris-Saclay University, France（巴黎-萨克雷大学） 纠错

Comments Paper accepted at WACV 2026

AdaptViG: Adaptive Vision GNN with Exponential Decay Gating

Mustafa Munir, Md Mostafijur Rahman, Radu Marculescu

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

Comments Accepted in 2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2026)

From Street to Orbit: Training-Free Cross-View Retrieval via Location Semantics and LLM Guidance

Jeongho Min, Dongyoung Kim, Jaehyup Lee

Comments Accepted to WACV 2026, 10pages, 4 figures

PALMS+: Modular Image-Based Floor Plan Localization Leveraging Depth Foundation Model

Yunqian Cheng, Benjamin Princen, Roberto Manduchi

机构 * University of California, Santa Cruz（加州大学圣克ruz分校） 纠错

Comments Accepted to IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2026, Application Track. Main paper: 8 pages, 5 figures. Supplementary material included

SENCA-st: Integrating Spatial Transcriptomics and Histopathology with Cross Attention Shared Encoder for Region Identification in Cancer Pathology

Shanaka Liyanaarachchi, Chathurya Wijethunga, Shihab Aaqil Ahamed, Akthas Absar, Ranga Rodrigo

机构 * Dept. of Electronic and Telecommunication Engineering, University of Moratuwa（电子与电信工程系，穆塔瓦大学） 纠错

Comments Accepted at WACV 2026

GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domain

Vida Adeli, Soroush Mehraban, Majid Mirmehdi, Alan Whone, Benjamin Filtjens, Amirhossein Dadashzadeh, Alfonso Fasano, Andrea Iaboni, Babak Taati

Comments Accepted at the IEEE/CVF winter conference on applications of computer vision (WACV 2026)

Improved Wildfire Spread Prediction with Time-Series Data and the WSTS+ Benchmark

Saad Lahrichi, Jake Bova, Jesse Johnson, Jordan Malof

机构 * University of Missouri Columbia（密苏里大学哥伦比亚分校） ； University of Montana Missoula（蒙大拿大学莫斯湖分校） 纠错

Comments 8 pages, 6 figures, accepted at WACV 2026

Stabilizing Direct Training of Spiking Neural Networks: Membrane Potential Initialization and Threshold-robust Surrogate Gradient

Hyunho Kook, Byeongho Yu, Jeong Min Oh, Eunhyeok Park

机构 * Pohang University of Science and Technology (POSTECH)（浦项科学技术大学） 纠错

Comments Accepted by WACV 2026

Procedure Learning via Regularized Gromov-Wasserstein Optimal Transport

Syed Ahmed Mahmood, Ali Shah Ali, Umer Ahmed, Fawad Javed Fateh, M. Zeeshan Zia, Quoc-Huy Tran

机构 * Retrocausal, Inc.（Retrocausal公司） 纠错

Comments Accepted to WACV 2026