目标检测论文趋势 2023–2026

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。

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 175 篇，第 3 / 4 页

101. NeurIPS 2025Object-X: Learning to Reconstruct Multi-Modal 3D Object Representations
102. NeurIPS 2025On Epistemic Uncertainty of Visual Tokens for Object Hallucinations in Large Vision-Language Models
103. NeurIPS 2025On the Empirical Power of Goodness-of-Fit Tests in Watermark Detection
104. NeurIPS 2025On the SAC-BL Algorithm for Anomaly Detection
105. NeurIPS 2025OOD Detection with Relative Angles
106. NeurIPS 2025OpenAD: Open-World Autonomous Driving Benchmark for 3D Object Detection
107. NeurIPS 2025OpenBox: Annotate Any Bounding Boxes in 3D
108. NeurIPS 2025OpenHOI: Open-World Hand-Object Interaction Synthesis with Multimodal Large Language Model
109. NeurIPS 2025Optimal community detection in dense bipartite graphs
110. NeurIPS 2025Optimal Online Change Detection via Random Fourier Features
111. NeurIPS 2025Out-of-Distribution Generalized Graph Anomaly Detection with Homophily-aware Environment Mixup
112. NeurIPS 2025PLEIADES: Building Temporal Kernels with Orthogonal Polynomials
113. NeurIPS 2025Point4Bit: Post Training 4-bit Quantization for Point Cloud 3D Detection
114. NeurIPS 2025Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs
115. NeurIPS 2025Preference-Based Dynamic Ranking Structure Recognition
116. NeurIPS 2025Promptable 3-D Object Localization with Latent Diffusion Models
117. NeurIPS 2025Quantifying Statistical Significance of Deep Nearest Neighbor Anomaly Detection via Selective Inference
118. NeurIPS 2025RayFusion: Ray Fusion Enhanced Collaborative Visual Perception
119. NeurIPS 2025Real-Time Scene-Adaptive Tone Mapping for High-Dynamic Range Object Detection
120. NeurIPS 2025ReCon: Region-Controllable Data Augmentation with Rectification and Alignment for Object Detection
121. NeurIPS 2025Redundancy-Aware Test-Time Graph Out-of-Distribution Detection
122. NeurIPS 2025Refining Norms: A Post-hoc Framework for OOD Detection in Graph Neural Networks
123. NeurIPS 2025Registration is a Powerful Rotation-Invariance Learner for 3D Anomaly Detection
124. NeurIPS 2025Rescaled Influence Functions: Accurate Data Attribution in High Dimension
125. NeurIPS 2025Rethinking Out-of-Distribution Detection and Generalization with Collective Behavior Dynamics
126. NeurIPS 2025Rethinking Scale-Aware Temporal Encoding for Event-based Object Detection
127. NeurIPS 2025Revisiting Logit Distributions for Reliable Out-of-Distribution Detection
128. NeurIPS 2025RFMPose: Generative Category-level Object Pose Estimation via Riemannian Flow Matching
129. NeurIPS 2025RGNMR: A Gauss-Newton method for robust matrix completion with theoretical guarantees
130. NeurIPS 2025Roboflow100-VL: A Multi-Domain Object Detection Benchmark for Vision-Language Models
131. NeurIPS 2025Robust Hallucination Detection in LLMs via Adaptive Token Selection
132. NeurIPS 2025Rooms from Motion: Un-posed Indoor 3D Object Detection as Localization and Mapping
133. NeurIPS 2025S$^2$M-Former: Spiking Symmetric Mixing Branchformer for Brain Auditory Attention Detection
134. NeurIPS 2025Scalable, Explainable and Provably Robust Anomaly Detection with One-Step Flow Matching
135. NeurIPS 2025ScatterAD: Temporal-Topological Scattering Mechanism for Time Series Anomaly Detection
136. NeurIPS 2025Seeing What Matters: Generalizable AI-generated Video Detection with Forensic-Oriented Augmentation
137. NeurIPS 2025SegMASt3R: Geometry Grounded Segment Matching
138. NeurIPS 2025Self-Perturbed Anomaly-Aware Graph Dynamics for Multivariate Time-Series Anomaly Detection
139. NeurIPS 2025Self-Supervised Learning of Graph Representations for Network Intrusion Detection
140. NeurIPS 2025Semi-supervised Graph Anomaly Detection via Robust Homophily Learning
141. NeurIPS 2025SentinelKilnDB: A Large-Scale Dataset and Benchmark for OBB Brick Kiln Detection in South Asia Using Satellite Imagery
142. NeurIPS 2025SingRef6D: Monocular Novel Object Pose Estimation with a Single RGB Reference
143. NeurIPS 2025SmokeViz: A Large-Scale Satellite Dataset for Wildfire Smoke Detection and Segmentation
144. NeurIPS 2025SpikingVTG: A Spiking Detection Transformer for Video Temporal Grounding
145. NeurIPS 2025Spot the Fake: Large Multimodal Model-Based Synthetic Image Detection with Artifact Explanation
146. NeurIPS 2025Spurious-Aware Prototype Refinement for Reliable Out-of-Distribution Detection
147. NeurIPS 2025SQLens: An End-to-End Framework for Error Detection and Correction in Text-to-SQL
148. NeurIPS 2025STAR: Spatial-Temporal Tracklet Matching for Multi-Object Tracking
149. NeurIPS 2025Stop the Nonconsensual Use of Nude Images in Research
150. NeurIPS 2025Structured Temporal Causality for Interpretable Multivariate Time Series Anomaly 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。