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 272 篇，第 2 / 6 页

51. CVPR 2024DiffForensics: Leveraging Diffusion Prior to Image Forgery Detection and Localization
52. CVPR 2024DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction
53. CVPR 2024DiffusionTrack: Point Set Diffusion Model for Visual Object Tracking
54. CVPR 2024DIOD: Self-Distillation Meets Object Discovery
55. CVPR 2024Discovering Syntactic Interaction Clues for Human-Object Interaction Detection
56. CVPR 2024Discriminability-Driven Channel Selection for Out-of-Distribution Detection
57. CVPR 2024Disentangled Pre-training for Human-Object Interaction Detection
58. CVPR 2024Domain Separation Graph Neural Networks for Saliency Object Ranking
59. CVPR 2024Dual DETRs for Multi-Label Temporal Action Detection
60. CVPR 2024Dual Pose-invariant Embeddings: Learning Category and Object-specific Discriminative Representations for Recognition and Retrieval
61. CVPR 2024Dual Prototype Attention for Unsupervised Video Object Segmentation
62. CVPR 2024EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
63. CVPR 2024EASE-DETR: Easing the Competition among Object Queries
64. CVPR 2024Effective Video Mirror Detection with Inconsistent Motion Cues
65. CVPR 2024Efficient Detection of Long Consistent Cycles and its Application to Distributed Synchronization
66. CVPR 2024End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames
67. CVPR 2024Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection
68. CVPR 2024Enhancing 3D Object Detection with 2D Detection-Guided Query Anchors
69. CVPR 2024Enhancing the Power of OOD Detection via Sample-Aware Model Selection
70. CVPR 2024Error Detection in Egocentric Procedural Task Videos
71. CVPR 2024Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline
72. CVPR 2024Event-assisted Low-Light Video Object Segmentation
73. CVPR 2024EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition
74. CVPR 2024Exploiting Style Latent Flows for Generalizing Deepfake Video Detection
75. CVPR 2024Exploring Orthogonality in Open World Object Detection
76. CVPR 2024Exploring Pose-Aware Human-Object Interaction via Hybrid Learning
77. CVPR 2024Exploring Region-Word Alignment in Built-in Detector for Open-Vocabulary Object Detection
78. CVPR 2024Exploring the Potential of Large Foundation Models for Open-Vocabulary HOI Detection
79. CVPR 2024FaceLift: Semi-supervised 3D Facial Landmark Localization
80. CVPR 2024Few-Shot Object Detection with Foundation Models
81. CVPR 2024FocusMAE: Gallbladder Cancer Detection from Ultrasound Videos with Focused Masked Autoencoders
82. CVPR 2024Fully Geometric Panoramic Localization
83. CVPR 2024G-HOP: Generative Hand-Object Prior for Interaction Reconstruction and Grasp Synthesis
84. CVPR 2024GAFusion: Adaptive Fusing LiDAR and Camera with Multiple Guidance for 3D Object Detection
85. CVPR 2024GEARS: Local Geometry-aware Hand-object Interaction Synthesis
86. CVPR 2024General Object Foundation Model for Images and Videos at Scale
87. CVPR 2024Generalizing 6-DoF Grasp Detection via Domain Prior Knowledge
88. CVPR 2024Generating Enhanced Negatives for Training Language-Based Object Detectors
89. CVPR 2024Generative Region-Language Pretraining for Open-Ended Object Detection
90. CVPR 2024GeoReF: Geometric Alignment Across Shape Variation for Category-level Object Pose Refinement
91. CVPR 2024GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondence
92. CVPR 2024GLOW: Global Layout Aware Attacks on Object Detection
93. CVPR 2024Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection
94. CVPR 2024Guided Slot Attention for Unsupervised Video Object Segmentation
95. CVPR 2024HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions
96. CVPR 2024Harnessing Large Language Models for Training-free Video Anomaly Detection
97. CVPR 2024HINTED: Hard Instance Enhanced Detector with Mixed-Density Feature Fusion for Sparsely-Supervised 3D Object Detection
98. CVPR 2024HiPose: Hierarchical Binary Surface Encoding and Correspondence Pruning for RGB-D 6DoF Object Pose Estimation
99. CVPR 2024HOIDiffusion: Generating Realistic 3D Hand-Object Interaction Data
100. CVPR 2024HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields

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。