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 78 篇，第 2 / 2 页

51. ICLR 2024Negative Label Guided OOD Detection with Pretrained Vision-Language Models
52. ICLR 2024Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization
53. ICLR 2024Object centric architectures enable efficient causal representation learning
54. ICLR 2024Object-Centric Learning with Slot Mixture Module
55. ICLR 2024On Diffusion Modeling for Anomaly Detection
56. ICLR 2024Out-of-Distribution Detection by Leveraging Between-Layer Transformation Smoothness
57. ICLR 2024Out-of-Distribution Detection with Negative Prompts
58. ICLR 2024Partitioning Message Passing for Graph Fraud Detection
59. ICLR 2024PBADet: A One-Stage Anchor-Free Approach for Part-Body Association
60. ICLR 2024Plugin estimators for selective classification with out-of-distribution detection
61. ICLR 2024Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection
62. ICLR 2024Pre-training LiDAR-based 3D Object Detectors through Colorization
63. ICLR 2024Provable Compositional Generalization for Object-Centric Learning
64. ICLR 2024Raidar: geneRative AI Detection viA Rewriting
65. ICLR 2024Rayleigh Quotient Graph Neural Networks for Graph-level Anomaly Detection
66. ICLR 2024Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement
67. ICLR 2024Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation
68. ICLR 2024SPDER: Semiperiodic Damping-Enabled Object Representation
69. ICLR 2024Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects
70. ICLR 2024The Devil is in the Object Boundary: Towards Annotation-free Instance Segmentation using Foundation Models
71. ICLR 2024Thin-Shell Object Manipulations With Differentiable Physics Simulations
72. ICLR 2024Towards Category Unification of 3D Single Object Tracking on Point Clouds
73. ICLR 2024Towards Optimal Feature-Shaping Methods for Out-of-Distribution Detection
74. ICLR 2024Transferring Labels to Solve Annotation Mismatches Across Object Detection Datasets
75. ICLR 2024V-DETR: DETR with Vertex Relative Position Encoding for 3D Object Detection
76. ICLR 2024VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE
77. ICLR 2024Weakly Supervised Virus Capsid Detection with Image-Level Annotations in Electron Microscopy Images
78. ICLR 2024Window Attention is Bugged: How not to Interpolate Position Embeddings

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。