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 681 篇，第 6 / 14 页
- CVPR 2026TGTrack Temporal Generative Learning for Unified Single Object Tracking
- CVPR 2026The Invisible Gorilla Effect in Out-of-distribution Detection
- CVPR 2026Thermal-Det Language-Guided Cross-Modal Distillation for Open-Vocabulary Thermal Object Detection
- CVPR 2026TouchDream 3D Object Completion through Imagined Touch
- CVPR 2026Toward Generalizable Whole Brain Representations with High-Resolution Light-Sheet Data
- CVPR 2026Towards an Incremental Unified Multimodal Anomaly Detection Augmenting Multimodal Denoising
- CVPR 2026Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning
- CVPR 2026Towards Intrinsic-Aware Monocular 3D Object Detection
- CVPR 2026Towards Persistence Learning Topological Constraints for Event-based Small Object Detection
- CVPR 2026Towards Stable Self-Supervised Object Representations in Unconstrained Egocentric Video
- CVPR 2026Towards Stealthy and Effective Backdoor Attacks on Lane Detection A
- CVPR 2026Training-free Detection of Generated Videos via Spatial-Temporal Likelihoods
- CVPR 2026Tri-Modal Fusion Transformers for UAV-based Object Detection
- CVPR 2026TriDF Evaluating Perception Detection and Hallucination for Interpretable DeepFake Detection
- CVPR 2026TriLite Efficient Weakly Supervised Object Localization with Universal Visual Features
- CVPR 2026Tutor-Student Reinforcement Learning A Dynamic Curriculum for Robust Deepfake Detection
- CVPR 2026TVHighlights LLM-Guided Human-Free Collaborative Training for Video Highlight Detection in
- CVPR 2026UETrack A Unified and Efficient Framework for Single Object Tracking
- CVPR 2026Uncertainty-Aware Modality Fusion for Unaligned RGB-T Salient Object Detection
- CVPR 2026UNI-OOD Unified Object- and Image-level Out-of-Distribution Detection via Cross-Context Attentive
- CVPR 2026UniChange Unifying Change Detection with Multimodal Large Language Model
- CVPR 2026UniMMAD Unified Multi-Modal and Multi-Class Anomaly Detection via MoE-Driven Feature
- CVPR 2026UniPR Unified Object-level Real-to-Sim Perception and Reconstruction from a Single
- CVPR 2026Unleashing the Power of Chain-of-Prediction for Monocular 3D Object Detection
- CVPR 2026V2-SAM Marrying SAM2 with Multi-Prompt Experts for Cross-View Object Correspondence
- CVPR 2026Visual Grounding for Object Questions
- CVPR 2026Visual Prototype Conditioned Focal Region Generation for UAV-Based Object Detection
- CVPR 2026ViTPrompt Training-Free Prompt Refinement with Visual Tokens for Open-Vocabulary Detection
- CVPR 2026Wavelet-Driven 3D Anomaly Detection under Pose-Agnostic and Sparse-View
- CVPR 2026Weakly Supervised Video Anomaly Detection with Anomaly-Connected Components and Intention
- CVPR 2026WeDetect Fast Open-Vocabulary Object Detection as Retrieval
- CVPR 2026YOLO-Master MOE-Accelerated with Specialized Transformers for Enhanced Real-time Detection
- CVPR 2026YOLO-ULM Ultra-Lightweight Models for Real-Time Object Detection
- CVPR 2026Your One-Stop Solution for AI-Generated Video Detection
- CVPR 2026ZINA Multimodal Fine-grained Hallucination Detection and Editing
- CVPR 2026Zoo3D Zero-Shot 3D Object Detection at Scene Level
- ICLR 2026A Rich Knowledge Space for Scalable Deepfake Detection
- ICLR 2026Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring.
- ICLR 2026AFTER: Mitigating the Object Hallucination of LVLM via Adaptive Factual-Guided Activation Editing
- ICLR 2026AP-OOD: Attention Pooling for Out-of- Distribution Detection
- ICLR 2026AsyncBEV: Cross-modal flow alignment in Asynchronous 3D Object Detection
- ICLR 2026Beyond Frequency: Scoring-Driven Debiasing for Object Detection via Blueprint-Prompted Image Synthesis
- ICLR 2026Beyond In-Domain Detection: SpikeScore for Cross-Domain Hallucination Detection
- ICLR 2026Beyond Raw Detection Scores: Markov-Informed Calibration for Boosting Machine-Generated Text Detection
- ICLR 2026Beyond Visual Reconstruction Quality: Object Perception-aware 3D Gaussian Splatting for Autonomous Driving
- ICLR 2026BiasScope: Towards Automated Detection of Bias in LLM-as-a-Judge Evaluation
- ICLR 2026BioTamperNet: Affinity-Guided State-Space Model Detecting Tampered Biomedical Images
- ICLR 2026Bridging Fairness and Explainability: Can Input-Based Explanations Promote Fairness in Hate Speech Detection?
- ICLR 2026Certifying the Full YOLO Pipeline: A Probabilistic Verification Approach
- ICLR 2026CGSA: Class-Guided Slot-Aware Adaptation for Source-Free Object Detections
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。