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 286 篇，第 2 / 6 页

51. CVPR 2026ConceptPose Training-Free Zero-Shot Object Pose Estimation using Concept Vectors
52. CVPR 2026Consistency Beyond Contrast Enhancing Open-Vocabulary Object Detection Robustness via Contextual
53. CVPR 2026COPYLENS Towards Copyrighted Characters Infringement Detection via Copyright-Aware Prompt Learning
54. CVPR 2026CORE Compact Object-centric REpresentations as a New Paradigm for Token
55. CVPR 2026Cov2Pose Leveraging Spatial Covariance for Direct Manifold-aware 6-DoF Object Pose
56. CVPR 2026Cross-modal Representation Learning for Diffusion-generated Image Detection
57. CVPR 2026CrossHOI Learning Cross-View Representations for Monocular 3D Human-Object Interaction Reconstruction
58. CVPR 2026CUPID Generative 3D Reconstruction via Joint Object and Pose Modeling
59. CVPR 2026D2FANet Enhancing Video Object Detection with Dual-Domain Feature Aggregation Network
60. CVPR 2026Data Leakage Detection and De-duplication in Large Scale Geospatial Image
61. CVPR 2026Decoupling Bias Aligning Distributions Synergistic Fairness Optimization for Deepfake Detection
62. CVPR 2026Deep Feature Deformation Weights
63. CVPR 2026DeepfakeImpact A Two-Stage Benchmark with Real-World Impact in Deepfake Detection
64. CVPR 2026Defect Cue-Preserved Structural Feature Refinement for Few-Shot Anomaly Detection
65. CVPR 2026Detecting Unknown Objects via Energy-based Separation for Open World Object
66. CVPR 2026DetectSCI Toward Object-Guided ROI Reconstruction for High-Resolution Video Snapshot Compressive
67. CVPR 2026DFD-HR Generalizable Deepfake Detection via Hierarchical Routing Learning
68. CVPR 2026DICArt Advancing Category-level Articulated Object Pose Estimation in Discrete State-Spaces
69. CVPR 2026DiffusionFF A Diffusion-based Framework for Joint Face Forgery Detection and
70. CVPR 2026DIMOS Disentangling Instance-level Moving Object Segmentation
71. CVPR 2026DINO Eats CLIP Adapting Beyond Knowns for Open-set 3D Object
72. CVPR 2026Distribution-Aligned Multimodal Fusion for Robust Object Detection
73. CVPR 2026Diversity over Uniformity Rethinking Representation in Generated Image Detection
74. CVPR 2026DLVP-CLIP Enhancing Fine-Grained Zero-Shot Anomaly Detection via Dynamic Local Visual
75. CVPR 2026DriverGaze360 OmniDirectional Driver Attention with Object-Level Guidance
76. CVPR 2026DualSplat Robust 3D Gaussian Splatting via Pseudo-Mask Bootstrapping from Reconstruction
77. CVPR 2026DyFCLT Dynamic Frequency-Decoupled Cross-Modal Learning Transformer for Multimodal Tiny Object
78. CVPR 2026EffectErase Joint Video Object Removal and Insertion for High-Quality Effect
79. CVPR 2026Efficient Video Object Segmentation and Tracking with Recurrent Dynamic Submodel
80. CVPR 2026Ego-InBetween Generating Object State Transitions in Ego-Centric Videos
81. CVPR 2026EgoFlow Gradient-Guided Flow Matching for Egocentric 6DoF Object Motion Generation
82. CVPR 2026EgoXtreme A Dataset for Robust Object Pose Estimation in Egocentric
83. CVPR 2026Enhancing Out-of-Distribution Detection with Extended Logit Normalization
84. CVPR 2026EV-CGNet Co-visible Focused 3D-guided 2D Event Keypoint Detection Network
85. CVPR 2026Event6D Event-based Novel Object 6D Pose Tracking
86. CVPR 2026EvObj Learning Evolving Object-centric Representations for 3D Instance Segmentation without
87. CVPR 2026EW-DETR Evolving World Object Detection via Incremental Low-Rank DEtection TRansformer
88. CVPR 2026Expert-Teacher-Student Collaborative Learning for Domain Adaptive Object Detection
89. CVPR 2026Explaining Object Detectors via Collective Contribution of Pixels
90. CVPR 2026Exploring 6D Object Pose Estimation with Deformation
91. CVPR 2026FastRef Fast Prototype Refinement for Few-shot Industrial Anomaly Detection
92. CVPR 2026FB-CLIP Fine-Grained Zero-Shot Anomaly Detection with Foreground-Background Disentanglement
93. CVPR 2026FedSDR Federated Graph Learning with Structural Noise Detection and Reconstruction
94. CVPR 2026Few-Shot Incremental 3D Object Detection in Dynamic Indoor Environments
95. CVPR 2026Finding Distributed Object-Centric Properties in Self-Supervised Transformers
96. CVPR 2026Fine-Grained Multi Image Object Hallucination Benchmark
97. CVPR 2026Fine-VAD Towards Fine-Grained Video Anomaly Detection via Progressive Cross-Granularity Learning
98. CVPR 2026ForeHOI Feed-forward 3D Object Reconstruction from Daily Hand-Object Interaction Videos
99. CVPR 2026Foundation Model Priors Enhance Object Focus in Feature Space for
100. CVPR 2026Fourier Angle Alignment for Oriented Object Detection in Remote Sensing

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。