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 571 篇，第 3 / 12 页

101. CVPR 2025Hand-held Object Reconstruction from RGB Video with Dynamic Interaction
102. CVPR 2025Hierarchical Compact Clustering Attention (COCA) for Unsupervised Object-Centric Learning
103. CVPR 2025High-fidelity 3D Object Generation from Single Image with RGBN-Volume Gaussian Reconstruction Model
104. CVPR 2025HoGS: Unified Near and Far Object Reconstruction via Homogeneous Gaussian Splatting
105. CVPR 2025HOIGPT: Learning Long-Sequence Hand-Object Interaction with Language Models
106. CVPR 2025HORP: Human-Object Relation Priors Guided HOI Detection
107. CVPR 2025HOT3D: Hand and Object Tracking in 3D from Egocentric Multi-View Videos
108. CVPR 2025ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models
109. CVPR 2025IDEA: Inverted Text with Cooperative Deformable Aggregation for Multi-modal Object Re-Identification
110. CVPR 2025iG-6DoF: Model-free 6DoF Pose Estimation for Unseen Object via Iterative 3D Gaussian Splatting
111. CVPR 2025Image Over Text: Transforming Formula Recognition Evaluation with Character Detection Matching
112. CVPR 2025Incremental Object Keypoint Learning
113. CVPR 2025InterAct: Advancing Large-Scale Versatile 3D Human-Object Interaction Generation
114. CVPR 2025InterMimic: Towards Universal Whole-Body Control for Physics-Based Human-Object Interactions
115. CVPR 2025Interpreting Object-level Foundation Models via Visual Precision Search
116. CVPR 2025Is `Right' Right? Enhancing Object Orientation Understanding in Multimodal Large Language Models through Egocentric Instruction Tuning
117. CVPR 2025Just Dance with pi! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection
118. CVPR 2025Language-Guided Salient Object Ranking
119. CVPR 2025Large Self-Supervised Models Bridge the Gap in Domain Adaptive Object Detection
120. CVPR 2025LatentHOI: On the Generalizable Hand Object Motion Generation with Latent Hand Diffusion.
121. CVPR 2025Learning Class Prototypes for Unified Sparse-Supervised 3D Object Detection
122. CVPR 2025Learning Endogenous Attention for Incremental Object Detection
123. CVPR 2025Leveraging 3D Geometric Priors in 2D Rotation Symmetry Detection
124. CVPR 2025Leveraging Perturbation Robustness to Enhance Out-of-Distribution Detection
125. CVPR 2025Leveraging Temporal Cues for Semi-Supervised Multi-View 3D Object Detection
126. CVPR 2025LightLoc: Learning Outdoor LiDAR Localization at Light Speed
127. CVPR 2025LiVOS: Light Video Object Segmentation with Gated Linear Matching
128. CVPR 2025LLMDet: Learning Strong Open-Vocabulary Object Detectors under the Supervision of Large Language Models
129. CVPR 2025Locality-Aware Zero-Shot Human-Object Interaction Detection
130. CVPR 2025M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation
131. CVPR 2025MAD: Memory-Augmented Detection of 3D Objects
132. CVPR 2025ManiVideo: Generating Hand-Object Manipulation Video with Dexterous and Generalizable Grasping
133. CVPR 2025MANTA: A Large-Scale Multi-View and Visual-Text Anomaly Detection Dataset for Tiny Objects
134. CVPR 2025Material Anything: Generating Materials for Any 3D Object via Diffusion
135. CVPR 2025MeshArt: Generating Articulated Meshes with Structure-Guided Transformers
136. CVPR 2025MetaShadow: Object-Centered Shadow Detection, Removal, and Synthesis
137. CVPR 2025MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting
138. CVPR 2025MI-DETR: An Object Detection Model with Multi-time Inquiries Mechanism
139. CVPR 2025Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention
140. CVPR 2025MITracker: Multi-View Integration for Visual Object Tracking
141. CVPR 2025Modeling Multiple Normal Action Representations for Error Detection in Procedural Tasks
142. CVPR 2025MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors
143. CVPR 2025MonoPlace3D: Learning 3D-Aware Object Placement for 3D Monocular Detection
144. CVPR 2025MonoTAKD: Teaching Assistant Knowledge Distillation for Monocular 3D Object Detection
145. CVPR 2025MonSter: Marry Monodepth to Stereo Unleashes Power
146. CVPR 2025MOS: Modeling Object-Scene Associations in Generalized Category Discovery
147. CVPR 2025Mr. DETR: Instructive Multi-Route Training for Detection Transformers
148. CVPR 2025MTADiffusion: Mask Text Alignment Diffusion Model for Object Inpainting
149. CVPR 2025Multi-Sensor Object Anomaly Detection: Unifying Appearance, Geometry, and Internal Properties
150. CVPR 2025Multi-View Pose-Agnostic Change Localization with Zero Labels

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。