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 179 篇，第 2 / 4 页

51. NeurIPS 2026FENet: Functional Embedding Neural Network for Change-Point Detection in Functional Time Series
52. NeurIPS 2026FIND: Frequency Invariance Disentanglement for Test-Time Adaptation in LiDAR 3D Detection
53. NeurIPS 2026Flow+Diff: Unifying Flow and Diffusion Representations for Multivariate Time Series Anomaly Detection
54. NeurIPS 2026Forgery Evidence Peaks Mid-Stack: Forensic Evidence Relay for Multimodal Forgery Detection
55. NeurIPS 2026From Link Prediction to Linear Community Detection: A Finite-Sample Guarantee for Graph Pretraining
56. NeurIPS 2026GADMVP: Adaptive Few-Shot Graph-Level Anomaly Detection with Multi-View Structured Prompting
57. NeurIPS 2026GAPS: Gradient-Aware Adaptation-Gap Scoring for Time-Series Anomaly Detection with Foundation Models
58. NeurIPS 2026GATE-AD: Graph Attention Network Encoding for Few-Shot Industrial Visual Anomaly Detection
59. NeurIPS 2026GenCOPE: Syn2Real Generalized Category-Level Object Pose Estimation for Robotic Picking
60. NeurIPS 2026GEOPHYS: The Geometry of Physical Plausibility
61. NeurIPS 2026GIFT: Representation Geometry Matters for Single-Domain Generalized Object Detection
62. NeurIPS 2026GLACIER: Rethinking Mass Spectrum Prediction as an Object Detection Problem
63. NeurIPS 2026GMOS: Grounding Moving Object Segmentation in 3D Space and Time
64. NeurIPS 2026Grounded or Fabricated? Unsupervised Detection of LLM Hallucinations via Contextualized Influence on Response Embeddings
65. NeurIPS 2026Grounding 3D Affordance from Human-Object-Interaction Videos via Multimodal Large Language Model
66. NeurIPS 2026HaNDF: Object-Conditioned Geometric Neural Hand Distance Fields
67. NeurIPS 2026HARMONY: Hierarchical Anchor Retrieval on Manifold for Oblivious-source Acoustic Anomaly Detection
68. NeurIPS 2026Harnessing Accurate and Automatic Trend Detection in Data Streams via Tbps-Level Inference
69. NeurIPS 2026HiLoc: A Hierarchical Representation Method for Spatial Localization in Multimodal Large Language Models
70. NeurIPS 2026Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift
71. NeurIPS 2026HOPE: Hand-Object Pressure Estimation from Monocular Videos
72. NeurIPS 2026How Complete Should a Reference Be? A Benchmark Audit for Fluorescence Spot Detection
73. NeurIPS 2026Hypergraph Modeling of Transformer Attention for Hallucination Detection
74. NeurIPS 2026iDETR: Implicit DETR for Tiny Object Detection
75. NeurIPS 2026InCLAD: A Continual Learning Benchmark for Industrial Visual Anomaly Detection
76. NeurIPS 2026Instruct-Particulate: Scaling Feed-Forward 3D Object Articulation with Kinematic Control
77. NeurIPS 2026Internal Evaluation of Unsupervised Anomaly Detection Algorithms with Explanation
78. NeurIPS 2026Inverted Detection and Control in Steering Vectors
79. NeurIPS 2026Is Complex Training Necessary for Long-Tailed OOD Detection? A Re-think from Feature Geometry
80. NeurIPS 2026KG-Guard: Graph-Based Hallucination Detection for Knowledge Base Question Answering
81. NeurIPS 2026Latent Introspection: Models Can Detect Prior Concept Injections
82. NeurIPS 2026Layer Precision Reduction for Deep Anomaly Detection
83. NeurIPS 2026LCD$^3$: Layout-Conditioned Diffusion for Dataset Distillation in Object Detection
84. NeurIPS 2026Learning Generalizable Hand-Object Tracking Control without Human Demonstrations
85. NeurIPS 2026Learning to Complete Extremal Mathematical Structures
86. NeurIPS 2026LensCT: Fine-Grained AI-Involved Text Detection via Temporal-Hierarchical Tomograms of LLM Internals
87. NeurIPS 2026Less is More: Fewer Tokens and Blocks Make AIGI Detection Faster and More Generalizable
88. NeurIPS 2026LessMimic: Versatile Humanoid-Object Interaction with Unified Distance Field Representations
89. NeurIPS 2026Local Sparsity Enables Unsupervised LLM Safety Detection
90. NeurIPS 2026LOCO: Local Light-Aware Object Compositing with Spatially Varying Illumination-Augmented Data
91. NeurIPS 2026Log-Likelihood, Simpson’s Paradox, and the Detection of Machine-Generated Text
92. NeurIPS 2026Lumberjack: Better Differentially Private Random Forests through Heavy Hitter Detection in Trees
93. NeurIPS 2026Measuring Robustness and Efficiency in a Connectome-Constrained Fly Visual System Model on a Collision-Detection Task
94. NeurIPS 2026MIRROR: Manifold Ideal Reference ReconstructOR for AI-Generated Image Detection
95. NeurIPS 2026MixForensics: Blend Before You Encode for Generalizable AI-Generated Video Detection
96. NeurIPS 2026MLLM Makes Strong Backbone for Multi-Modal Object Detection
97. NeurIPS 2026MLLM-Edit: Benchmarking Image Forgery Detection and Localization under MLLM-based Editing
98. NeurIPS 2026MOOD: Benchmarking Post-Hoc OOD Detection for Materials Property Prediction
99. NeurIPS 2026MotionGrounder: Grounded Multi-Object Motion Transfer via Diffusion Transformer
100. NeurIPS 2026Multi-Part Object Representations via Graph Structures and Co-Part Discovery

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。