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 298 篇，第 3 / 6 页

101. CVPR 2023Feature Shrinkage Pyramid for Camouflaged Object Detection With Transformers
102. CVPR 2023Focus on Details: Online Multi-Object Tracking With Diverse Fine-Grained Representation
103. CVPR 2023FrustumFormer: Adaptive Instance-Aware Resampling for Multi-View 3D Detection
104. CVPR 2023GANmouflage: 3D Object Nondetection With Texture Fields
105. CVPR 2023GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable Parts
106. CVPR 2023Gaussian Label Distribution Learning for Spherical Image Object Detection
107. CVPR 2023GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection
108. CVPR 2023Generalized UAV Object Detection via Frequency Domain Disentanglement
109. CVPR 2023Generating Anomalies for Video Anomaly Detection With Prompt-Based Feature Mapping
110. CVPR 2023Generating Features With Increased Crop-Related Diversity for Few-Shot Object Detection
111. CVPR 2023GraVoS: Voxel Selection for 3D Point-Cloud Detection
112. CVPR 2023gSDF: Geometry-Driven Signed Distance Functions for 3D Hand-Object Reconstruction
113. CVPR 2023Harmonious Feature Learning for Interactive Hand-Object Pose Estimation
114. CVPR 2023Harmonious Teacher for Cross-Domain Object Detection
115. CVPR 2023Hierarchical Fine-Grained Image Forgery Detection and Localization
116. CVPR 2023Hierarchical Semantic Contrast for Scene-Aware Video Anomaly Detection
117. CVPR 2023Hierarchical Supervision and Shuffle Data Augmentation for 3D Semi-Supervised Object Detection
118. CVPR 2023HOICLIP: Efficient Knowledge Transfer for HOI Detection With Vision-Language Models
119. CVPR 2023HS-Pose: Hybrid Scope Feature Extraction for Category-Level Object Pose Estimation
120. CVPR 2023Hybrid Active Learning via Deep Clustering for Video Action Detection
121. CVPR 2023Implicit Identity Driven Deepfake Face Swapping Detection
122. CVPR 2023Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection Generalization
123. CVPR 2023In-Hand 3D Object Scanning From an RGB Sequence
124. CVPR 2023Indiscernible Object Counting in Underwater Scenes
125. CVPR 2023Inferring and Leveraging Parts From Object Shape for Improving Semantic Image Synthesis
126. CVPR 2023Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
127. CVPR 2023Instant-NVR: Instant Neural Volumetric Rendering for Human-Object Interactions From Monocular RGBD Stream
128. CVPR 2023InstMove: Instance Motion for Object-Centric Video Segmentation
129. CVPR 2023Integrally Pre-Trained Transformer Pyramid Networks
130. CVPR 2023Intrinsic Physical Concepts Discovery With Object-Centric Predictive Models
131. CVPR 2023Iterative Next Boundary Detection for Instance Segmentation of Tree Rings in Microscopy Images of Shrub Cross Sections
132. CVPR 2023itKD: Interchange Transfer-Based Knowledge Distillation for 3D Object Detection
133. CVPR 2023Jedi: Entropy-Based Localization and Removal of Adversarial Patches
134. CVPR 2023Knowledge Combination To Learn Rotated Detection Without Rotated Annotation
135. CVPR 2023Large-Scale Training Data Search for Object Re-Identification
136. CVPR 2023LargeKernel3D: Scaling Up Kernels in 3D Sparse CNNs
137. CVPR 2023Layout-Based Causal Inference for Object Navigation
138. CVPR 2023Learned Two-Plane Perspective Prior Based Image Resampling for Efficient Object Detection
139. CVPR 2023Learning Multi-Modal Class-Specific Tokens for Weakly Supervised Dense Object Localization
140. CVPR 2023Learning on Gradients: Generalized Artifacts Representation for GAN-Generated Images Detection
141. CVPR 2023Learning To Detect and Segment for Open Vocabulary Object Detection
142. CVPR 2023Learning To Segment Every Referring Object Point by Point
143. CVPR 2023Learning Transformation-Predictive Representations for Detection and Description of Local Features
144. CVPR 2023Learning Transformations To Reduce the Geometric Shift in Object Detection
145. CVPR 2023LEGO-Net: Learning Regular Rearrangements of Objects in Rooms
146. CVPR 2023LINe: Out-of-Distribution Detection by Leveraging Important Neurons
147. CVPR 2023Localized Semantic Feature Mixers for Efficient Pedestrian Detection in Autonomous Driving
148. CVPR 2023LOCATE: Localize and Transfer Object Parts for Weakly Supervised Affordance Grounding
149. CVPR 2023LoGoNet: Towards Accurate 3D Object Detection With Local-to-Global Cross-Modal Fusion
150. CVPR 2023Look Around for Anomalies: Weakly-Supervised Anomaly Detection via Context-Motion Relational Learning

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。