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注1：欢迎各位大佬提交issue，分享CVPR 2025论文和开源项目！

注2：关于往年CV顶会论文以及其他优质CV论文和大盘点，详见： https://github.com/amusi/daily-paper-computer-vision

• ECCV 2024
• CVPR 2024

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• 3DGS(Gaussian Splatting)
• Avatars
• Backbone
• CLIP
• Mamba
• Embodied AI
• GAN
• GNN
• 多模态大语言模型(MLLM)
• 大语言模型(LLM)
• NAS
• OCR
• NeRF
• DETR
• 扩散模型(Diffusion Models)
• ReID(重识别)
• 长尾分布(Long-Tail)
• Vision Transformer
• 视觉和语言(Vision-Language)
• 自监督学习(Self-supervised Learning)
• 数据增强(Data Augmentation)
• 目标检测(Object Detection)
• 异常检测(Anomaly Detection)
• 目标跟踪(Visual Tracking)
• 语义分割(Semantic Segmentation)
• 实例分割(Instance Segmentation)
• 全景分割(Panoptic Segmentation)
• 医学图像(Medical Image)
• 医学图像分割(Medical Image Segmentation)
• 视频目标分割(Video Object Segmentation)
• 视频实例分割(Video Instance Segmentation)
• 参考图像分割(Referring Image Segmentation)
• 图像抠图(Image Matting)
• 图像编辑(Image Editing)
• Low-level Vision
• 超分辨率(Super-Resolution)
• 去噪(Denoising)
• 去模糊(Deblur)
• 自动驾驶(Autonomous Driving)
• 3D点云(3D Point Cloud)
• 3D目标检测(3D Object Detection)
• 3D语义分割(3D Semantic Segmentation)
• 3D目标跟踪(3D Object Tracking)
• 3D语义场景补全(3D Semantic Scene Completion)
• 3D配准(3D Registration)
• 3D人体姿态估计(3D Human Pose Estimation)
• 3D人体Mesh估计(3D Human Mesh Estimation)
• 医学图像(Medical Image)
• 图像生成(Image Generation)
• 视频生成(Video Generation)
• 3D生成(3D Generation)
• 视频理解(Video Understanding)
• 行为检测(Action Detection)
• 具身智能(Embodied AI)
• 文本检测(Text Detection)
• 知识蒸馏(Knowledge Distillation)
• 模型剪枝(Model Pruning)
• 图像压缩(Image Compression)
• 三维重建(3D Reconstruction)
• 深度估计(Depth Estimation)
• 轨迹预测(Trajectory Prediction)
• 车道线检测(Lane Detection)
• 图像描述(Image Captioning)
• 视觉问答(Visual Question Answering)
• 手语识别(Sign Language Recognition)
• 视频预测(Video Prediction)
• 新视点合成(Novel View Synthesis)
• Zero-Shot Learning(零样本学习)
• 立体匹配(Stereo Matching)
• 特征匹配(Feature Matching)
• 暗光图像增强(Low-light Image Enhancement)
• 场景图生成(Scene Graph Generation)
• 风格迁移(Style Transfer)
• 隐式神经表示(Implicit Neural Representations)
• 图像质量评价(Image Quality Assessment)
• 视频质量评价(Video Quality Assessment)
• 数据集(Datasets)
• 新任务(New Tasks)
• 其他(Others)

MambaVision: A Hybrid Mamba-Transformer Vision Backbone

• Paper: https://arxiv.org/abs/2407.08083
• Code: https://github.com/NVlabs/MambaVision

MobileMamba: Lightweight Multi-Receptive Visual Mamba Network

• Paper: https://arxiv.org/abs/2411.15941
• Code: https://github.com/lewandofskee/MobileMamba

LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual Preferences

• Paper： https://arxiv.org/abs/2412.01292
• Code: https://github.com/Hoyyyaard/LSceneLLM

TinyFusion: Diffusion Transformers Learned Shallow

• Paper: https://arxiv.org/abs/2412.01199
• Code: https://github.com/VainF/TinyFusion

LLMDet: Learning Strong Open-Vocabulary Object Detectors under the Supervision of Large Language Models

• Paper: https://arxiv.org/abs/2501.18954
• Code：https://github.com/iSEE-Laboratory/LLMDet

Multiple Object Tracking as ID Prediction

• Paper：https://arxiv.org/abs/2403.16848
• Code: https://github.com/MCG-NJU/MOTIP

LiMoE: Mixture of LiDAR Representation Learners from Automotive Scenes

• Project: https://ldkong.com/LiMoE
• Paper: https://arxiv.org/abs/2501.04004
• Code: https://github.com/Xiangxu-0103/LiMoE

Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing

• Paper: https://arxiv.org/abs/2411.16832
• Code: https://github.com/taco-group/FaceLock

AESOP: Auto-Encoded Supervision for Perceptual Image Super-Resolution

• Paper: https://arxiv.org/abs/2412.00124
• Code: https://github.com/2minkyulee/AESOP-Auto-Encoded-Supervision-for-Perceptual-Image-Super-Resolution

Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models

• Paper: https://arxiv.org/abs/2501.01423
• Code: https://github.com/hustvl/LightningDiT

SleeperMark: Towards Robust Watermark against Fine-Tuning Text-to-image Diffusion Models

• Paper: https://arxiv.org/abs/2412.04852
• Code: https://github.com/taco-group/SleeperMark

TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation

• Homepage: https://byteflow-ai.github.io/TokenFlow/
• Code: https://github.com/ByteFlow-AI/TokenFlow
• Paper:https://arxiv.org/abs/2412.03069

PAR: Parallelized Autoregressive Visual Generation

• Project: https://epiphqny.github.io/PAR-project/
• Paper: https://arxiv.org/abs/2412.15119
• Code: https://github.com/Epiphqny/PAR

Identity-Preserving Text-to-Video Generation by Frequency Decomposition

• Paper: https://arxiv.org/abs/2411.17440
• Code: https://github.com/PKU-YuanGroup/ConsisID

Cinemo: Consistent and Controllable Image Animation with Motion Diffusion Models

• Paper: https://arxiv.org/abs/2407.15642
• Code: https://github.com/maxin-cn/Cinemo

X-Dyna: Expressive Dynamic Human Image Animation

• Paper: https://arxiv.org/abs/2501.10021
• Code: https://github.com/bytedance/X-Dyna

PhyT2V: LLM-Guided Iterative Self-Refinement for Physics-Grounded Text-to-Video Generation

• Paper: https://arxiv.org/pdf/2412.00596
• Code: https://github.com/pittisl/PhyT2V

Universal Actions for Enhanced Embodied Foundation Models

• Project: https://2toinf.github.io/UniAct/
• Paper: https://arxiv.org/abs/2501.10105
• Code: https://github.com/2toinf/UniAct

HVI: A New color space for Low-light Image Enhancement

• Paper: https://arxiv.org/abs/2502.20272
• Code: https://github.com/Fediory/HVI-CIDNet
• Demo: https://huggingface.co/spaces/Fediory/HVI-CIDNet_Low-light-Image-Enhancement_

StyleStudio: Text-Driven Style Transfer with Selective Control of Style Elements

• Project: https://stylestudio-official.github.io/
• Paper: https://arxiv.org/abs/2412.08503
• Code: https://github.com/Westlake-AGI-Lab/StyleStudio