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 2,809 篇，第 3 / 57 页

101. CVPR 2026From Detection to Association Learning Discriminative Object Embeddings for Multi-Object
102. CVPR 2026From Pairs to Sequences Track-Aware Policy Gradients for Keypoint Detection
103. CVPR 2026FSLoRA Harmonizing Detection and Re-Identification via Freq-Spatial Low-Rank Adapter for
104. CVPR 2026Generalizable Co-Salient Object Detection via Mixed Content-Style Modulation
105. CVPR 2026Generalizable Structure-Aware Keypoint Correspondence for Category-Unified 3D Single Object Tracking
106. CVPR 2026GenHOI Towards Object-Consistent Hand-Object Interaction with Temporally Balanced and Spatially
107. CVPR 2026Geometry-Aligned and Anomaly-Aware Reconstruction for 3D Anomaly Detection
108. CVPR 2026Ghost-FWL A Large-Scale Full-Waveform LiDAR Dataset for Ghost Detection and
109. CVPR 2026Ghosts in the Point Clouds De-glaring LiDAR in the Transient
110. CVPR 2026Glove2Hand Synthesizing Natural Hand-Object Interaction from Multi-Modal Sensing Gloves
111. CVPR 2026GOR-IS 3D Gaussian Object Removal In the Intrinsic Space
112. CVPR 2026GPFlow Gaussian Prototype Probability Flow for Unsupervised Multi-Modal Anomaly Detection
113. CVPR 2026GS-CLIP Zero-shot 3D Anomaly Detection by Geometry-Aware Prompt and Synergistic
114. CVPR 2026Guiding Diffusion Models with Semantically Degraded Conditions
115. CVPR 2026Hearing the Room Through the Shape of the Drum Modal-Guided
116. CVPR 2026Heuristic-inspired Reasoning Priors Facilitate Data-Efficient Referring Object Detection
117. CVPR 2026HVG-3D Bridging Real and Simulation Domains for 3D-Conditional Hand-Object Interaction
118. CVPR 2026Hypergraph-State Collaborative Reasoning for Multi-Object Tracking
119. CVPR 2026Im a Map Interpretable Motion-Attentive Maps Spatio-Temporally Localizing Concepts in
120. CVPR 2026IMU-HOI A Symbiotic Framework for Coherent Human-Object Interaction and Motion
121. CVPR 2026Incremental Object Detection via Future-Aware Decoupled Cross-Head Distillation
122. CVPR 2026Inferring Compositional 4D Scenes without Ever Seeing One
123. CVPR 2026InsCal Calibrated Multi-Source Fully Test-Time Prompt Tuning for Object Detection
124. CVPR 2026InterRVOS Interaction-Aware Referring Video Object Segmentation
125. CVPR 2026InvAD Inversion-based Reconstruction-Free Anomaly Detection with Diffusion Models
126. CVPR 2026KLIP Localized Distribution Shift Detection via KL-Divergence with Diffusion Priors
127. CVPR 2026LAM Language Articulated Object Modelers
128. CVPR 2026Large-scale Robust Enhanced Ensemble Clustering via Outlier Decoupling
129. CVPR 2026LayoutAD Exploring Semantic-Geometric Misalignment Reasoning for Scene Layout Anomaly Detection
130. CVPR 2026Learnability-Driven Submodular Optimization for Active Roadside 3D Detection
131. CVPR 2026Learning Cross-View Object Correspondence via Cycle-Consistent Mask Prediction
132. CVPR 2026Let Your Image Move with Your Motion -- Implicit Multi-Object
133. CVPR 2026Locate-Then-Examine Grounded Region Reasoning Improves Detection of AI-Generated Images
134. CVPR 2026LoD-Loc v3 Generalized Aerial Localization in Dense Cities using Instance
135. CVPR 2026Lyapunov Probes for Hallucination Detection in Large Foundation Models
136. CVPR 2026Mapping Networks
137. CVPR 2026MatchED Crisp Edge Detection Using End-to-End Matching-based Supervision
138. CVPR 2026Mechanisms of Object Localization in Vision-Language Models
139. CVPR 2026MEMO Human-like Crisp Edge Detection Using Masked Edge Prediction
140. CVPR 2026Memory-Augmented Scene Understanding and Exploration for Open-World Aerial Object-Goal Navigation
141. CVPR 2026Mind the Gap Transferring Labels to Align Object Detection Datasets
142. CVPR 2026Mining Instance-Centric Vision-Language Contexts for Human-Object Interaction Detection
143. CVPR 2026Mitigating Simplicity Bias in OOD Detection through Object Co-occurrence Analysis
144. CVPR 2026MMR-AD A Large-Scale Multimodal Dataset for Benchmarking General Anomaly Detection
145. CVPR 2026MMSD3.0 A Multi-Image Benchmark for Real-World Multimodal Sarcasm Detection
146. CVPR 2026MoECLIP Patch-Specialized Experts for Zero-shot Anomaly Detection
147. CVPR 2026MOGeo Beyond One-to-One Cross-View Object Geo-localization
148. CVPR 2026MonoSAOD Monocular 3D Object Detection with Sparsely Annotated Label
149. CVPR 2026More Natural More Real Object-aware Gaussian Splatting for 3D Visual
150. CVPR 2026MoVie Broaden Your Views with Human Motion for Action Detection

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。