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揭秘 CVPR 2024 Workshop 新兴技术与研究方向(上)

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本文汇总了 CVPR 2024 所有的研讨会(上篇),会议中既有延续举办的经典研讨会,也有首次举办的全新研讨会。大部分研讨会的论文征稿已经截止,部分接收的论文也已经公布,欢迎感兴趣的伙伴先行查阅。

另外,CVPR 2024 收录论文已更新在 Github 库,欢迎 star ⭐。

  • Github:https://github.com/52CV/CVPR-2024-Papers

1.3D Scene Understanding

1st Workshop on Multimodalities for 3D Scenes

  • 项目主页:https://multimodalitiesfor3dscenes.github.io/

第一届 3D 场景多模态研讨会,旨在围绕 3D 场景和物体的建模与理解展开讨论,涵盖不仅限于视觉、语言、听觉和触觉等多种感知模态。将分享多模态场景理解领域的最新进展,并探讨未来该领域的发展方向。

论文征稿已截止

OpenSUN3D: 2nd Workshop on Open-Vocabulary 3D Scene Understanding

  • 项目主页:https://opensun3d.github.io/

论文征稿已截止

ScanNet++ Novel View Synthesis and 3D Semantic Understanding Challenge

  • 项目主页:https://kaldir.vc.in.tum.de/scannetpp/cvpr2024

是否征稿:否

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2.3D Vision

2nd Workshop on Compositional 3D Vision

  • 项目主页:https://3dcompat-dataset.org/workshop/C3DV24/

征集三维视觉相关论文。

论文征稿已截止

(3rd) Monocular Depth Estimation Challenge

  • 项目主页:https://jspenmar.github.io/MDEC/

研讨会聚焦于讨论 MDE 的当前发展和围绕使用 SYNS 数据集的新型基准测试程序组织的挑战。

是否征稿:否

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7th International Workshop on Visual Odometry and Computer Vision Applications Based on Location Clues

  • 项目主页:https://sites.google.com/view/vocvalc2024

研讨会聚焦于讨论视觉里程计和定位技术在移动平台的应用。

论文征稿已截止

Second Workshop for Learning 3D with Multi-View Supervision

  • 项目主页:https://abdullahamdi.com/3dmv2024/

研讨会聚焦于多视角深度学习在3D理解任务(识别、检测、分割)中的应用,以及3D重建和生成,还将讨论动态多视角数据集以及利用多视角表示进行4D模型生成的方法。

论文征稿已截止

ViLMa – Visual Localization and Mapping

  • 项目主页:https://vilma-workshop.github.io/

研讨会聚焦于视觉定位与地图构建(Visual localization and mapping)的最新发展、挑战和应用的讨论。

是否征稿:否

3.Applications

10th IEEE International Workshop on Computer Vision in Sports (CVsports)

  • 项目主页:https://vap.aau.dk/cvsports/

研讨会聚焦于计算机视觉在体育领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

Agriculture-Vision: Challenges & Opportunities for Computer Vision in Agriculture

  • 项目主页:https://www.agriculture-vision.com/

研讨会聚焦于计算机视觉在农业领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

AIS: Vision, Graphics and AI for Streaming

  • 项目主页:https://ai4streaming-workshop.github.io/

第一届流媒体人工智能研讨会,聚焦于从现代深度学习的角度,将新的流媒体技术、计算机图形学和计算机视觉统一起来,探讨它们在农业领域的挑战和机遇,以及相关的技术和应用问题。

论文征稿已截止

Computer Vision in the Wild

  • 项目主页:https://computer-vision-in-the-wild.github.io/cvpr-2024/

研讨会聚焦于开放世界视觉任务级迁移挑战的讨论。

论文征稿已截止

EarthVision: Large Scale Computer Vision for Remote Sensing Imagery

  • 项目主页:https://www.grss-ieee.org/events/earthvision-2024/

研讨会聚焦于推动基于机器学习的遥感数据分析的最新技术,加强森林火灾和其他自然灾害、城市增长、森林砍伐和气候变化的监测。

论文征稿已截止

GAZE 2024: The 6th International Workshop on Gaze Estimation and Prediction in the Wild

  • 项目主页:https://gazeworkshop.github.io/2024/

研讨会聚焦于眼球注视估计和预测所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

接收论文如下:

  • Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze Estimation

  • Exploring the Zero-Shot Capabilities of Vision-Language Models for Improving Gaze Following

  • Gaze Scanpath Transformer: Predicting Visual Search Target by Spatiotemporal Semantic Modeling of Gaze Scanpath

  • GESCAM: A Dataset and Method on Gaze Estimation for Classroom Attention Measurement

MetaFood Workshop (MTF)

  • 项目主页:https://sites.google.com/view/cvpr-metafood-2024

研讨会聚焦于计算机视觉在食品数据领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

RetailVision - Field Overview and Amazon Deep Dive

  • 项目主页:https://retailvisionworkshop.github.io/

研讨会聚焦于计算机视觉和机器学习在零售行业所面临的挑战和机遇,探讨相关技术和应用问题。

是否征稿:否

Workshop on Virtual Try-On

  • 项目主页:https://vto-cvpr24.github.io/

研讨会聚焦于计算机视觉在虚拟试穿领域所面临的挑战和机遇,探讨相关技术和应用问题。

是否征稿:否

4.Assistive Technology

AVA: Accessibility, Vision and Autonomy Meet

  • 项目主页:https://accessibility-cv.github.io/

研讨会聚焦于无障碍性、计算机视觉和机器人技术所面临的挑战和机遇,探讨相关技术和应用问题。

是否征稿:是

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VizWiz Grand Challenge: Describing Images and Videos Taken by Blind People

  • 项目主页:https://vizwiz.org/workshops/2024-vizwiz-grand-challenge-workshop/

研讨会聚焦于视觉障碍人士需求,对answer visual questions, ground answers, recognize visual questions with multiple answer groundings, recognize objects in few-shot learning scenarios, locate objects in few-shot learning scenarios, and classify images in a zero-shot setting当前研究和应用问题进行讨论。

是否征稿:否

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5.Assortment of Recognition Topics

2nd Workshop on Scene Graphs and Graph Representation Learning

  • 项目主页:https://sites.google.com/view/sg2rl/

研讨会聚焦于场景图和图表示学习在不同领域视觉感知应用中所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

FGVC11: 11th Workshop on Fine-grained Visual Categorization

  • 项目主页:https://sites.google.com/view/fgvc11/

研讨会聚焦于从细粒度理解的角度,对监督学习、自监督学习、半监督学习、视觉与语言、匹配、定位、域自适应、迁移学习、小样本学习、机器教学、多模态学习(例如音频和视频)、3D视觉、众包、图像字幕和生成、分布外检测、异常检测、开放集识别、人机协同学习和分类预测等相关主题进行探讨。

论文征稿已截止

Image Matching: Local Features and Beyond

  • 项目主页:https://image-matching-workshop.github.io/

论文征稿已截止

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L3D-IVU: 3rd Workshop on Learning with Limited Labelled Data for Image and Video Understanding

  • 项目主页:https://sites.google.com/view/l3divu2024/overview

论文征稿已截止

New frontiers for zero-shot Image Captioning Evaluation (NICE)

  • 项目主页:https://nice.lgresearch.ai/

研讨会聚焦于零样本图像字幕所面临的挑战和机遇,探讨相关技术和应用问题。

是否征稿:否

Representation Learning with Very Limited Images: Zero-shot, Unsupervised, and Synthetic Learning in the Era of Big Models

  • 项目主页:https://hirokatsukataoka16.github.io/CVPR-2024-LIMIT/

研讨会聚焦于在大模型时代,针对非常有限的图像数据进行零样本、无监督和合成学习的表示学习的讨论。

论文征稿已截止

6.Autonomous Driving

7th Workshop on Autonomous Driving (WAD)

  • 项目主页:https://cvpr2024.wad.vision/

研讨会聚焦于自动驾驶的所有领域,包括感知、行为预测和运动规划所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

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Data-Driven Autonomous Driving Simulation (DDASD)

  • 项目主页:https://agents4ad.github.io/

研讨会聚焦于自动驾驶模拟测试所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

Populating Empty Cities – Virtual Humans for Robotics and Autonomous Driving

  • 项目主页:https://poets2024.github.io/

是否征稿:否

研讨会聚焦于虚拟人类在机器人和自动驾驶中的作用,并围绕:

  1. 虚拟人类的现状和未来是什么?

  2. 虚拟人类将如何在机器人和自动驾驶中发挥作用?

两个关键问题展开先驱性的讨论。

长篇论文征稿已截止,短篇论文5月24日截止

Vision and Language for Autonomous Driving and Robotics (VLADR)

  • 项目主页:https://vision-language-adr.github.io/

研讨会聚焦于视觉语言处理在自动驾驶和机器人领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

7.Biometrics and Forensics

2nd Face Recognition Challenge in the Era of Synthetic Data (FRCSyn)

  • 项目主页:https://frcsyn.github.io/CVPR2024.html

研讨会聚焦于探索合成数据在人脸识别领域的应用,以找到解决当前技术限制的方法,例如与真实数据相关的隐私问题,人口统计学群体(例如种族和性别)的偏见,以及在诸如注册和测试之间存在大的年龄差距、姿态变化、遮挡等复杂条件下性能不足等问题。

论文征稿已截止

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2nd Workshop and Challenge on DeepFake Analysis and Detection

  • 项目主页:https://www.dfad.unimore.it/

研讨会聚焦于开发用于伪造数据理解和检测的基准和工具,以保护免受视觉虚假信息和生成图像或文本的滥用,并监控现有解决方案和提议解决方案在检测方面的进展。

论文征稿已截止

6th Workshop and Competition on Affective Behavior Analysis in-the-wild

  • 项目主页:https://affective-behavior-analysis-in-the-wild.github.io/6th/

研讨会聚焦于探索人脸、身体、手势、语音、音频、文本和语言等领域的识别、分析、生成合成和建模的最新进展,同时重点关注在自然环境中(即无约束的环境)进行分析和跨领域(如人脸到语音)研究的最先进系统。

论文征稿已截止

8th Workshop on Media Forensics

  • 项目主页:https://sites.google.com/view/wmf2024/

研讨会聚焦于媒体取证(Media Forensics)所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

CVPR 2024 Biometrics Workshop

  • 项目主页:https://www.vislab.ucr.edu/Biometrics2024/index.php

研讨会聚焦于生物特征样本、传感模式和模态的不同融合方式和水平的研究问题,以提高生物特征识别的性能。

论文征稿已截止

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已接收论文:

  • 3D Kinematics Estimation from Video with a Biomechanical Model and Synthetic Training Data

  • Outsmarting Biometric Imposters: Enhancing Iris-Recognition System Security through Physical Adversarial Example Generation and PAD Fine-Tuning

  • FIQA-FAS: Face Image Quality Assessment Based Face Anti-Spoofing

  • Adversarial Identity Injection for Semantic Face Image Synthesis

  • Confidence-Aware RGB-D Face Recognition via Virtual Depth Synthesis

  • Face Image Quality Assessment Using Gradient Magnitudes

  • One Embedding to Predict Them All: Visible and Thermal Universal Face Representations for Soft Biometric Estimation via Vision Transformers

  • Generalized Single-Image-Based Morphing Attack Detection Using Deep Representations from Vision Transformer

  • Can the accuracy bias by facial hairstyle be reduced through balancing the training data?

  • TattTRN: Template Reconstruction Network for Tattoo Retrieval

The 5th Face Anti-Spoofing Workshop

  • 项目主页:https://sites.google.com/view/face-anti-spoofing-challenge/welcome/challengecvpr2024

研讨会聚焦于对人脸活体检测中的两种攻击线索(physical presentation attacks 和 digital editing attacks)共同特征的探索,以推动统一检测算法的研究。

竞赛征稿已截止

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8.Computational Photography

20th Workshop on Perception Beyond the Visible Spectrum

  • 项目主页:https://pbvs-workshop.github.io/index.html

论文征稿已截止

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9th New Trends in Image Restoration and Enhancement Workshop and Challenges

  • 项目主页:https://cvlai.net/ntire/2024/

研讨会聚焦于图像恢复与增强应用领域的最新趋势和进展的讨论。

论文征稿已截止

IEEE International Workshop on Computational Cameras and Displays

  • 项目主页:https://csiplab.github.io/ccd2024/

研讨会聚焦于计算摄影领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

接收论文:

  • Learning Constrained Binary Color Filter Arrays For Enhanced Demosaicking with Trainable Hard Thresholding

  • Physics constrained neural tomography of a black hole

  • Single View Refractive Index Tomography with Neural Fields

  • Towards 3D Vision with Low-Cost Single-Photon Cameras

  • Optimized nano optics for 360 Structured light

  • PixRO: Pixel-Distributed Rotational Odometry with Gaussian Belief Propagation

  • Behind the Blurry Background: Practical Synthetic Features To Enable Robust Imaging Through Scattering

  • Doppler Time-of-Flight Rendering

  • 3D sensing with single-photon cameras for resource-constrained applications

  • Seeing the World Through Your Eyes

  • WaveMo: Learning Wavefront Modulations to See Through Scattering

  • Domain Expansion via Network Adaptation for Solving Inverse Problems

  • TurboSL: Dense, Accurate and Fast 3D by Neural Inverse Structured Light

  • Computational multi-aperture camera for wide-field high-resolution imaging

  • Turb-Seg-Res: A Segment-then-Restore Pipeline for Dynamic Videos with Atmospheric Turbulence

  • CodedEvents: Optimal Point-Spread-Function Engineering for 3D-Tracking with Event Cameras

  • Snapshot Lidar: Fourier embedding of amplitude and phase for single-image depth reconstruction

  • Differentiable Display Photometric Stereo

  • Dispersed Structured Light for Hyperspectral 3D imaging

  • Generalized Event Cameras

  • ƒNeRF: High Quality Radiance Fields from Practical Cameras

  • Spectral and Polarization Vision: Spectro-polarimetric Real-world Dataset

The 5th Omnidirectional Computer Vision Workshop

  • 项目主页:https://sites.google.com/view/omnicv2024/home

研讨会聚焦于全景摄像领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

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The 7th Workshop and Challenge Bridging the Gap between Computational Photography and Visual Recognition (UG2+)

  • 项目主页:https://cvpr2024ug2challenge.github.io/

研讨会聚焦于弥合计算摄影与视觉识别之间的差距的问题探讨。

论文征稿已截止

9.Contemporary discussions&Community building

CV 20/20: A Retrospective Vision

  • 项目主页:https://sites.google.com/view/retrocv

研讨会聚焦于对“最新技术”和“最前沿”的幕后工作进行分享,以汲取更多失败的教训和成功的见解。

是否征稿:否

LatinX in Computer Vision Research Workshop

  • 项目主页:https://www.latinxinai.org/cvpr-2024

论文征稿已截止

Women in Computer Vision

  • 项目主页:https://sites.google.com/view/wicv-cvpr-2024/

研讨会聚焦于来自世界各地的女性专家和学者,分享她们在计算机视觉领域的研究经验和成果,并就计算机视觉领域中女性面临的挑战和机遇展开讨论。

是否征稿:否

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10.Content Creation

AI for 3D Generation

  • 项目主页:https://ai3dg.github.io/

研讨会聚焦于3D形状、人体和场景生成领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

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AI for Content Creation (AI4CC)

  • 项目主页:https://ai4cc.net/

研讨会聚焦于 AI 在内容创建领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

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The Future of Generative Visual Art

  • 项目主页:https://cveu.github.io/

研讨会聚焦于机器学习在创意视觉内容的创建和理解领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

Workshop on Computer Vision for Fashion, Art, and Design

  • 项目主页:https://sites.google.com/view/cvfad2024/

研讨会聚焦于计算机视觉和创意应用(时尚、艺术、设计)领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

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Workshop on Graphic Design Understanding and Generation (GDUG)

  • 项目主页:https://sites.google.com/view/gdug-workshop/

研讨会聚焦于图形设计与理解领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

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11.Efficient Methods

Efficient Large Vision Models

  • 项目主页:https://sites.google.com/view/elvm/home

研讨会聚焦于大型视觉模型(LVM)领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

The 7th Workshop on Efficient Deep Learning for Computer Vision

  • 项目主页:https://sites.google.com/view/ecv24/home

研讨会聚焦于高效深度学习算法、网络结构设计、低资源学习等方面的研究,旨在探索提高深度学习计算效率和降低内存占用的方法。

论文征稿已截止

12.Egocentric & Embodied AI

First Joint Egocentric Vision (EgoVis) Workshop

  • 项目主页:https://egovis.github.io/

研讨会聚焦于第一视角视觉领域(视频理解、多模态数据、交互式学习、自监督学习、增强现实/虚拟现实等)所面临的挑战和机遇,探讨相关技术和应用问题。

论文摘要征稿已截止

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The 5th Annual Embodied AI Workshop

  • 项目主页:https://embodied-ai.org/

研讨会聚焦于具身人工智能所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

13.Emerging Learning Paradigms

1st Workshop on Dataset Distillation for Computer Vision

  • 项目主页:https://sites.google.com/view/dd-cvpr2024/home

研讨会聚焦于数据集蒸馏(Dataset Distillation)问题,旨在将大型训练数据集压缩成一个小型信息丰富的数据集(例如原始数据集大小的1%),同时保持模型在此数据集上的性能。

论文征稿已截止

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1st Workshop on Test-Time Adaptation: Model, Adapt Thyself! (MAT)

  • 项目主页:https://tta-cvpr2024.github.io/

研讨会聚焦于 Test-Time Adaptation 问题进行讨论。

论文征稿已截止

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5th Workshop on Continual Learning in Computer Vision (CLVISION)

  • 项目主页:https://sites.google.com/view/clvision2024/

研讨会聚焦于持续学习领域,探讨其最新技术水平,以及其局限性和未来发展方向。

论文征稿已截止

  • 接受论文:https://sites.google.com/view/clvision2024/call-for-papers/accepted-papers

Computer Vision with Humans in the Loop

  • 项目主页:https://cvhl.org/

是否征稿:否

The 3rd International Workshop on Federated Learning for Computer Vision (FedVision-2024)

  • 项目主页:https://fedvision.github.io/fedvision2024/

研讨会聚焦于联邦学习在计算机视觉中的应用所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

Workshop on TDLCV: Topological Deep Learning for Computer Vision

  • 项目主页:https://tdl4cv.github.io/

研讨会聚焦于计算机视觉和机器学习领域中新型学习机制所面临的方法和挑战,推动拓扑深度学习的发展,为计算机视觉开辟新的视野。

是否征稿:否

14.Emerging Topics

Equivariant Vision: From Theory to Practice

  • 项目主页:https://equivision.github.io/

研讨会聚焦于 Equivariant Vision,从理论到应用所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

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Implicit Neural Representation for Vision

  • 项目主页:https://inrv.github.io/

研讨会聚焦于神经隐式表示(INR)在视觉中应用所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

Prompting in Vision

  • 项目主页:https://prompting-in-vision.github.io/index_cvpr24.html

研讨会聚焦于视觉提示领域所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

The Sixth Workshop on Precognition: Seeing through the Future

  • 项目主页:https://sites.google.com/view/ieeecvf-cvpr2024-precognition

研讨会聚焦于基于视觉的预测技术,探索其最近的方法和研究趋势。除了在自动驾驶和医学领域得到广泛应用外,还涉及人脸衰老预测、早期事件预测等其他领域。

论文征稿已截止

Tool-Augmented VIsion Workshop

  • 项目主页:https://sites.google.com/view/tavi-cvpr24/

研讨会聚焦于 Tool-Augmented 这一新型工作,探讨相关技术和应用问题。

是否征稿:否

#15.Foundation Models

2nd Workshop on What is Next in Multimodal Foundation Models?

  • 项目主页:https://sites.google.com/view/2nd-mmfm-workshop/

研讨会聚集于多模态基础模型(MMFM)所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

Foundation Models for Autonomous Systems

  • 项目主页:https://opendrivelab.com/cvpr2024/workshop/

研讨会聚集于基础模型(FM)在自主代理应用中所面临的挑战和机遇,探讨相关技术和应用问题。

是否征稿:否

The 3rd Workshop on Transformers for Vision

  • 项目主页:https://sites.google.com/view/t4v-cvpr24

研讨会聚集于Transformers在视觉任务中所面临的挑战和机遇,探讨相关技术和应用问题。

论文征稿已截止

The 4th Workshop of Adversarial Machine Learning on Computer Vision: Robustness of Foundation Models

  • 项目主页:https://cvpr24-advml.github.io/

研讨会聚焦于对抗式机器学习的最新进展和挑战,重点关注基础模型的鲁棒性,探讨相关技术和应用问题。

论文征稿已截止

接收论文:

  • Large Language Models in Wargaming: Methodology, Application, and Robustness

  • Enhancing Targeted Attack Transferability via Diversified Weight Pruning

  • Enhancing the Transferability of Adversarial Attacks with Stealth Preservation

  • Adversarial Attacks on Foundational Vision Models

  • Benchmarking Robustness in Neural Radiance Fields

  • Sharpness-Aware Optimization for Real-World Adversarial Attacks for Diverse Compute Platforms with Enhanced Transferability

  • Benchmarking Zero-Shot Robustness of Multimodal Foundation Models: A Pilot Study

  • Red-Teaming Segment Anything Model

  • Learning to Schedule Resistant to Adversarial Attacks in Diffusion Probabilistic Models Under the Threat of Lipschitz Singularities

  • Multimodal Attack Detection for Action Recognition Models

接收短篇论文:

  • Attack End-to-End Autonomous Driving through Module-Wise Noise

  • Scaling Vision-Language Models Does Not Improve Relational Understanding: The Right Learning Objective Helps

  • ResampleTrack: Online Resampling for Adversarially Robust Visual Tracking

  • Unlearning Backdoor Threats: Enhancing Backdoor Defense in Multimodal Contrastive Learning via Local Token Unlearning

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