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 265 篇，第 2 / 6 页

51. ICML 2026FUSE: Frequency-domain Unification and Spectral Energy Alignment for Multi-modal Object Re-Identification
52. ICML 2026GEM-FI: Gated Evidential Mixtures with Fisher Modulation
53. ICML 2026Generalist Graph Anomaly Detection via Prototype-Based Distillation
54. ICML 2026Geometric Decoupling: Diagnosing the Structural Instability of Latent
55. ICML 2026Geometry-Guided Modeling of Foundation Features Enables Generalizable Object Shape Deformation Learning
56. ICML 2026HaloProbe: Bayesian Detection and Mitigation of Object Hallucinations in Vision-Language Models
57. ICML 2026Harnessing Reasoning Trajectories for Hallucination Detection via Answer-agreement Representation Shaping
58. ICML 2026Hide and Seek in Embedding Space: Geometry-based Steganography and Detection in Large Language Models
59. ICML 2026Hierarchical ODE: Learning Continuous-Time Physical Prototypes for Early Link Failure Detection
60. ICML 2026How Out-of-Distribution Detection Learning Theory Enhances Transformer: Learnability and Reliability
61. ICML 2026HSMAD: Heterophily-Driven Spectral and Manifold Learning for Graph Anomaly Detection
62. ICML 2026HyperPotter: Spell the Charm of High-Order Interactions in Audio Deepfake Detection
63. ICML 2026IMPACT: Influence Modeling for Open-Set Time Series Anomaly Detection
64. ICML 2026Induction Meets Biology: Mechanisms of Repeat Detection in Protein Language Models
65. ICML 2026InfoGeo: Information-Theoretic Object-Centric Learning for Cross-View Generalizable UAV Geo-Localization
66. ICML 2026Instruction Lens Score: Your Instruction Contributes a Powerful Object Hallucination Detector for Multimodal Large Language Models
67. ICML 2026IPMark: A Sentence-Level Watermark for LLMs with Hierarchical Personalization and Efficient Detection
68. ICML 2026Knowing the Unknown: Interpretable Open-World Object Detection via Concept Decomposition Model
69. ICML 2026Learnable Kernel Density Estimation for Graphs and Its Application to Graph-Level Anomaly Detection
70. ICML 2026Learning Attribute–Affordance Hierarchies in Hyperbolic Space for Open-Vocabulary 3D Object Affordance Grounding
71. ICML 2026Learning Tight Rejection Boundaries without Negatives for Strict One-Class Audio Deepfake Detection
72. ICML 2026LLM Self-Recognition: Steering and Retrieving Activation Signatures
73. ICML 2026LORD-GoF: A Robust Online Detection Approach for LLM Watermarks in Sparse and Mixed Streams
74. ICML 2026Memory-Distilled Selection for Noise-Robust Anomaly Detection
75. ICML 2026MFH-NAS:A Hybrid Neural Architecture Search Framework for Multimodal Fusion Object Detection
76. ICML 2026MV-FGAD: Towards Efficient and Effective Federated Graph Anomaly Detection via Multi-view Learning
77. ICML 2026Noise-Robust Density Estimation for Tabular Data Anomaly Detection
78. ICML 2026Normality Calibration in Semi-supervised Graph Anomaly Detection
79. ICML 2026Object-level Semantic and Spatial Distillation for Open Vocabulary Detection
80. ICML 2026ObjEmbed: Towards Universal Multimodal Object Embeddings
81. ICML 2026OBJVanish: Prompt-Driven Generation of Physically Realizable 3D LiDAR-Invisible Objects
82. ICML 2026On the Salience of Low-Probability Tokens for AI-Generated Text Detection: A Multiscale Uncertainty Perspective
83. ICML 2026One Probe Won’t Catch Them All: Towards Targeted Deception Detection
84. ICML 2026OOVDet: Low-Density Prior Learning for Zero-Shot Out-of-Vocabulary Object Detection
85. ICML 2026PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection
86. ICML 2026Plan, Decouple, Assimilate: Physics-Aware Object Insertion in Remote Sensing Imagery
87. ICML 2026PMSPO: Progressive Matching and Semantic-Aware Policy Optimization for Camouflaged Object Detection
88. ICML 2026Privacy-Aware Video Anomaly Detection through Orthogonal Subspace Projection
89. ICML 2026Provable Training Data Identification for Large Language Models
90. ICML 2026QuantWear: Quantum-scale Wear Particle Detection for Jet Engine Diagnosis
91. ICML 2026RA-Det: Towards Universal Detection of AI-Generated Images via Robustness Asymmetry
92. ICML 2026Radial Scaling Voxelization for Accurate Small Object 3D Detection
93. ICML 2026Real Data Lies: Unveiling and Closing the Quality Shortcut in Generalizable AI-Generated Video Detection
94. ICML 2026Reliable Neighborhood-Aware Multi-View Outlier Detection
95. ICML 2026RELO: Reinforcement Learning to Localize for Visual Object Tracking
96. ICML 2026Respecting Modality Gap in Post-hoc Out-of-distribution Detection with Pre-trained Vision-Language Models
97. ICML 2026Rethinking Pretraining Data Detection for LLMs: From Local to Global
98. ICML 2026Rethinking Temporal Consistency in Video Object-Centric Learning: From Prediction to Correspondence
99. ICML 2026REVIS: Sparse Latent Steering to Mitigate Object Hallucination in Large Vision-Language Models
100. ICML 2026SCoA: Revisiting Domain Generalized Object Detection with Style-Conditioned Adaptation

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。