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 3 / 6 页

101. CVPR 2024HouseCat6D - A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios
102. CVPR 2024Hybrid Proposal Refiner: Revisiting DETR Series from the Faster R-CNN Perspective
103. CVPR 2024Hyperbolic Anomaly Detection
104. CVPR 2024I'M HOI: Inertia-aware Monocular Capture of 3D Human-Object Interactions
105. CVPR 2024ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection
106. CVPR 2024iKUN: Speak to Trackers without Retraining
107. CVPR 2024Image Sculpting: Precise Object Editing with 3D Geometry Control
108. CVPR 2024ImageNet-D: Benchmarking Neural Network Robustness on Diffusion Synthetic Object
109. CVPR 2024IMPRINT: Generative Object Compositing by Learning Identity-Preserving Representation
110. CVPR 2024Improving Distant 3D Object Detection Using 2D Box Supervision
111. CVPR 2024Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment
112. CVPR 2024Incorporating Geo-Diverse Knowledge into Prompting for Increased Geographical Robustness in Object Recognition
113. CVPR 2024Infrared Adversarial Car Stickers
114. CVPR 2024Infrared Small Target Detection with Scale and Location Sensitivity
115. CVPR 2024InNeRF360: Text-Guided 3D-Consistent Object Inpainting on 360-degree Neural Radiance Fields
116. CVPR 2024InstaGen: Enhancing Object Detection by Training on Synthetic Dataset
117. CVPR 2024Instance-Adaptive and Geometric-Aware Keypoint Learning for Category-Level 6D Object Pose Estimation
118. CVPR 2024Instantaneous Perception of Moving Objects in 3D
119. CVPR 2024IPoD: Implicit Field Learning with Point Diffusion for Generalizable 3D Object Reconstruction from Single RGB-D Images
120. CVPR 2024IS-Fusion: Instance-Scene Collaborative Fusion for Multimodal 3D Object Detection
121. CVPR 2024Joint Reconstruction of 3D Human and Object via Contact-Based Refinement Transformer
122. CVPR 2024KD-DETR: Knowledge Distillation for Detection Transformer with Consistent Distillation Points Sampling
123. CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
124. CVPR 2024LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection
125. CVPR 2024Lane2Seq: Towards Unified Lane Detection via Sequence Generation
126. CVPR 2024LaneCPP: Continuous 3D Lane Detection using Physical Priors
127. CVPR 2024Language-conditioned Detection Transformer
128. CVPR 2024Language-driven Grasp Detection
129. CVPR 2024Language-driven Object Fusion into Neural Radiance Fields with Pose-Conditioned Dataset Updates
130. CVPR 2024LaRE^2: Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection
131. CVPR 2024LASO: Language-guided Affordance Segmentation on 3D Object
132. CVPR 2024LayoutFormer: Hierarchical Text Detection Towards Scene Text Understanding
133. CVPR 2024Learning Background Prompts to Discover Implicit Knowledge for Open Vocabulary Object Detection
134. CVPR 2024Learning Discriminative Dynamics with Label Corruption for Noisy Label Detection
135. CVPR 2024Learning Object State Changes in Videos: An Open-World Perspective
136. CVPR 2024Learning Occupancy for Monocular 3D Object Detection
137. CVPR 2024Learning Transferable Negative Prompts for Out-of-Distribution Detection
138. CVPR 2024LEOD: Label-Efficient Object Detection for Event Cameras
139. CVPR 2024Living Scenes: Multi-object Relocalization and Reconstruction in Changing 3D Environments
140. CVPR 2024LoCoNet: Long-Short Context Network for Active Speaker Detection
141. CVPR 2024Long-Tailed Anomaly Detection with Learnable Class Names
142. CVPR 2024Looking 3D: Anomaly Detection with 2D-3D Alignment
143. CVPR 2024Low-power Continuous Remote Behavioral Localization with Event Cameras
144. CVPR 2024M3-UDA: A New Benchmark for Unsupervised Domain Adaptive Fetal Cardiac Structure Detection
145. CVPR 2024Magic Tokens: Select Diverse Tokens for Multi-modal Object Re-Identification
146. CVPR 2024Matching Anything by Segmenting Anything
147. CVPR 2024Mitigating Object Dependencies: Improving Point Cloud Self-Supervised Learning through Object Exchange
148. CVPR 2024Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding
149. CVPR 2024MOHO: Learning Single-view Hand-held Object Reconstruction with Multi-view Occlusion-Aware Supervision
150. CVPR 2024MonoCD: Monocular 3D Object Detection with Complementary Depths

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。