目标检测论文趋势 2023–2026
检测与定位
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 2,809 篇被归入该主题的论文。
主要结论
- 目标检测论文从 2023 年的 485 篇增长到 2026 年的 681 篇,三年间扩大到约 1.4 倍。
- CVPR 是发目标检测论文最多的会议,2023–2026 年共 1,110 篇,占四个会议总量的 40%。
- 交叉方向里涨得最快的是扩散模型:同时属于两个主题的论文从 2023 年的 11 篇增至 2026 年的 39 篇。
- 在「计算机视觉」的 5 个主题里,它的 2026 年论文数排第 4;同组增长最快的视频理解是 2.6 倍,目标检测是 1.4 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 88 | 67 | 32 | 298 | 485 |
| 2024 | 667 | 78 | 55 | 272 | 1,072 |
| 2025 | 175 | 85 | 57 | 254 | 571 |
| 2026 | 179 | 95 | 121 | 286 | 681 |
代表论文
按年份和会议均匀挑选,方便快速看到每一届的样貌
- NeurIPS 2026A Systematic Analysis of Out-of-Distribution Detection Under Representation and Training Paradigm Shifts
- ICML 2026BPL: Generalizable Deepfake Detection via Bias-only Pair-aware Learning
- ICLR 2026CGSA: Class-Guided Slot-Aware Adaptation for Source-Free Object Detections
- CVPR 20263D-Object Perception Transformer 3PT
- NeurIPS 2025AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
- ICML 2025A Variational Information Theoretic Approach to Out-of-Distribution Detection
- ICLR 2025A Statistical Approach for Controlled Training Data Detection
- CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
- NeurIPS 2024$SE(3)$ Equivariant Ray Embeddings for Implicit Multi-View Depth Estimation
- ICML 2024Contamination-Resilient Anomaly Detection via Adversarial Learning on Partially-Observed Normal and Anomalous Data
- ICLR 2024Boosting Graph Anomaly Detection with Adaptive Message Passing
- CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
- NeurIPS 20233D Copy-Paste: Physically Plausible Object Insertion for Monocular 3D Detection
- ICML 2023Accelerated Infeasibility Detection of Constrained Optimization and Fixed-Point Iterations
- ICLR 2023A framework for benchmarking Class-out-of-distribution detection and its application to ImageNet
- CVPR 20232PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection
- NeurIPS 2026Auditing Attention Head Masking for Out-of-Distribution Detection: Cross-Architecture Wins, Failures, and Polarity Inversions
- ICML 2026Causal-aware Anomaly Detection for Tabular Data
- ICLR 2026DETR-ViP: Detection Transformer with Robust Discriminative Visual Prompts
- CVPR 2026A Closer Look at Cross-Domain Few-Shot Object Detection Fine-Tuning Matters
全部目标检测论文
共 2,809 篇,第 15 / 57 页
- CVPR 2025CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging
- CVPR 2025CaMuViD: Calibration-Free Multi-View Detection
- CVPR 2025Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices
- CVPR 2025Category-Agnostic Neural Object Rigging
- CVPR 2025Change3D: Revisiting Change Detection and Captioning from A Video Modeling Perspective
- CVPR 2025Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
- CVPR 2025ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large Language Models
- CVPR 2025CLIP Under the Microscope: A Fine-Grained Analysis of Multi-Object Representation
- CVPR 2025Co-op: Correspondence-based Novel Object Pose Estimation
- CVPR 2025COB-GS: Clear Object Boundaries in 3DGS Segmentation Based on Boundary-Adaptive Gaussian Splitting
- CVPR 2025Code-as-Monitor: Constraint-aware Visual Programming for Reactive and Proactive Robotic Failure Detection
- CVPR 2025Compositional Caching for Training-free Open-vocabulary Attribute Detection
- CVPR 2025Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization
- CVPR 2025Context-Enhanced Memory-Refined Transformer for Online Action Detection
- CVPR 2025CorrBEV: Multi-View 3D Object Detection by Correlation Learning with Multi-modal Prototypes
- CVPR 2025Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection
- CVPR 2025COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts
- CVPR 2025CRISP: Object Pose and Shape Estimation with Test-Time Adaptation
- CVPR 2025Cross-Modal Distillation for 2D/3D Multi-Object Discovery from 2D Motion
- CVPR 2025CrossOver: 3D Scene Cross-Modal Alignment
- CVPR 2025CTRL-O: Language-Controllable Object-Centric Visual Representation Learning
- CVPR 2025Cubify Anything: Scaling Indoor 3D Object Detection
- CVPR 2025D^3: Scaling Up Deepfake Detection by Learning from Discrepancy
- CVPR 2025DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction
- CVPR 2025Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change Detection
- CVPR 2025Detection-Friendly Nonuniformity Correction: A Union Framework for Infrared UAV Target Detection
- CVPR 2025Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens
- CVPR 2025DFM: Differentiable Feature Matching for Anomaly Detection
- CVPR 2025DiGIT: Multi-Dilated Gated Encoder and Central-Adjacent Region Integrated Decoder for Temporal Action Detection Transformer
- CVPR 2025Digital Twin Catalog: A Large-Scale Photorealistic 3D Object Digital Twin Dataset
- CVPR 2025Distribution Prototype Diffusion Learning for Open-set Supervised Anomaly Detection
- CVPR 2025DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection
- CVPR 2025DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking
- CVPR 2025DriveGEN: Generalized and Robust 3D Detection in Driving via Controllable Text-to-Image Diffusion Generation
- CVPR 2025DTOS: Dynamic Time Object Sensing with Large Multimodal Model
- CVPR 2025Dual Energy-Based Model with Open-World Uncertainty Estimation for Out-of-distribution Detection
- CVPR 2025Dual-view X-ray Detection: Can AI Detect Prohibited Items from Dual-view X-ray Images like Humans?
- CVPR 2025DynRefer: Delving into Region-level Multimodal Tasks via Dynamic Resolution
- CVPR 2025EasyHOI: Unleashing the Power of Large Models for Reconstructing Hand-Object Interactions in the Wild
- CVPR 2025Efficient Event-Based Object Detection: A Hybrid Neural Network with Spatial and Temporal Attention
- CVPR 2025Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning
- CVPR 2025Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations
- CVPR 2025Erase Diffusion: Empowering Object Removal Through Calibrating Diffusion Pathways
- CVPR 2025Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Cameras
- CVPR 2025Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection
- CVPR 2025Face Forgery Video Detection via Temporal Forgery Cue Unraveling
- CVPR 2025FASTer: Focal token Acquiring-and-Scaling Transformer for Long-term 3D Objection Detection
- CVPR 2025Feature Information Driven Position Gaussian Distribution Estimation for Tiny Object Detection
- CVPR 2025Feature Spectrum Learning for Remote Sensing Change Detection
- CVPR 2025FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查目标检测在 CVPR 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "object-detection"}
常见问题
- 2023–2026 年四大会议一共有多少篇目标检测论文?
- 共 2,809 篇,按年份分别是 2023 年 485 篇、2024 年 1,072 篇、2025 年 571 篇、2026 年 681 篇。
- NeurIPS 2026 有多少篇目标检测论文?
- NeurIPS 2026 有 179 篇目标检测论文,上一届是 175 篇。
- ICLR 2026 有多少篇目标检测论文?
- ICLR 2026 有 95 篇目标检测论文,上一届是 85 篇。
- ICML 2026 有多少篇目标检测论文?
- ICML 2026 有 121 篇目标检测论文,上一届是 57 篇。
- CVPR 2026 有多少篇目标检测论文?
- CVPR 2026 有 286 篇目标检测论文,上一届是 254 篇。
- 哪个会议的目标检测论文最多?
- CVPR,2023–2026 年共 1,110 篇。