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 179 篇，第 3 / 4 页

101. NeurIPS 2026Multimodal Context-Aware Human Motion Generation with Language, Vision, and Object
102. NeurIPS 2026NavOCR: A Dataset Generator for Navigation-Relevant Text Detection in Mobile Robots
103. NeurIPS 2026Neurosymbolic Object-Centric Learning with Distant Supervision
104. NeurIPS 2026Object Detection Benchmarks are Incomplete: The Role of Label Errors and Annotation Uncertainty
105. NeurIPS 2026Object Hallucination Mitigation in Large Vision-Language Models via Self-Vision Dual Masking and Uncertainty-Triggered Assembly
106. NeurIPS 2026ObjView-Bench: Rethinking Difficulty and Deployment for Object-Centric View Planning
107. NeurIPS 2026OHATP: Graph Anomaly Detection with Orthogonal-Hyperspherical Augmentation and Topology Perception
108. NeurIPS 2026Order Matters: Competition-Guided Query Ordering for RNN-Based Object Detection
109. NeurIPS 2026PhysRemover: A Unified Framework for Physically Realistic Object Removal
110. NeurIPS 2026Pose6DAug: Physically Plausible Multi-View Object Swapping for Robot Data Augmentation
111. NeurIPS 2026Post-hoc Selective Classification for Reliable Synthetic Image Detection
112. NeurIPS 2026POST: Progressive Object-Slot Tokenization for Multimodal Large Language Models
113. NeurIPS 2026PRISM-Bench: A Benchmark of Puzzle-Based Visual Tasks with CoT Error Detection
114. NeurIPS 2026PRISM: Priority-Guided Scanning in the Wavelet Domain for UAV Maritime Small Object Detection
115. NeurIPS 2026Progressive Layer-wise Supervision: Deep-to-Shallow Supervision Annealing for Efficient and Robust Speech Deepfake Detection
116. NeurIPS 2026Prompt-Conditioned Semantic Bottleneck for Cross-Domain Face Attack Detection
117. NeurIPS 2026QB-Highlights: Quality-Guided Budgeted Highlight Detection in Videos with Dense Query-Relevant Moments
118. NeurIPS 2026Query as a Resource: Activity-Cost Guided Remote Sensing Domain-Incremental Object Detection
119. NeurIPS 2026RadarMAE: Injecting Physical Inductive Biases into Masked Autoencoders for Advanced Radar Object Detection
120. NeurIPS 2026RAWild: Toward Sensor-Agnostic RAW Object Detection via Physics-Guided Curve and Grid Modeling
121. NeurIPS 2026Reasoning-based Spatial Prior (RSP): Learning Spatial Priors from Multimodal LLMs for Object Detection
122. NeurIPS 2026Repurposing Video Diffusion Transformers for Cross-View Temporal Object Correspondence
123. NeurIPS 2026Rethinking Geometric Depth in Monocular 3D Object Detection: A Projection-Consistent Reformulation
124. NeurIPS 2026Rethinking Infrared Small Target Detection: A Foundation Driven Efficient Paradigm
125. NeurIPS 2026Rethinking the Readout: Unlocking Video Backbones for AI-Generated Video Detection
126. NeurIPS 2026Rethinking Time Series Tokenization from a Frequency Perspective
127. NeurIPS 2026RETR: A Structure-Preserving RGB-Event Transformer for Robust 3D Lane Detection
128. NeurIPS 2026Retrieval Over Training: Similarity search-based Model Selection for Time Series Anomaly Detection
129. NeurIPS 2026Reviving the Discarded High-Resolution Feature for Transformer-Based Tiny Object Detection
130. NeurIPS 2026RipBench: A Unified Benchmark for Multi-Level Rip Current Detection, Classification and Segmentation
131. NeurIPS 2026ROAD: Rule-Grounded Context-Aware Open-World Driver Anomaly Detection
132. NeurIPS 2026Robustness of Internal Signals for Hallucination Detection in Vision-Language Models
133. NeurIPS 2026RoPEMover: Depth-Aware Object Relocation via Positional Embeddings
134. NeurIPS 2026Rubato: Transcribing Piano Music with Timestamps
135. NeurIPS 2026S2MDF: A Plug-And-Play Layer for Intersection-Free Multi-Object Signed Distance Fields
136. NeurIPS 2026Saddle-to-Saddle Dynamics in Self-Supervised Shortcut Learning
137. NeurIPS 2026SAGE: Semantic-Agnostic Image Embedding for Generalized AI-Generated Image Detection
138. NeurIPS 2026SALART-VQA: Diagnosing Whether VLMs Understand Salient Artifacts in Generated Images
139. NeurIPS 2026Scalable Token-Level Hallucination Detection in Large Language Models
140. NeurIPS 2026SceneAligner: 3D-Grounded Floorplan Localization in the Wild
141. NeurIPS 2026SEISMOS: A Statistical Signal Detection Framework for Semantic Chunking
142. NeurIPS 2026Semantically Complementary Spectral Views Learning for Graph-Level Anomaly Detection
143. NeurIPS 2026SF-DST: Adapting Vision-Language Models for Anomaly Detection via Asymmetric Modulation and A-LoRA
144. NeurIPS 2026SpanFormer: Multi-Level Adaptive Sparsity for Object Detection in High-Resolution Wide Shots
145. NeurIPS 2026SphereVAD: Training-Free Video Anomaly Detection via Geodesic Inference on the Unit Hypersphere
146. NeurIPS 2026Spikes as Detectors: Phase-Conditioned Spiking Dynamics for Time-Series Anomaly Detection
147. NeurIPS 2026Stability-Weighted Direction Regularization Disentangles Generator Shortcuts from Detection Signal
148. NeurIPS 2026Stabilizing Few-Shot Object Detection with Language-Conditioned Probabilistic Prototypes
149. NeurIPS 2026STAR: Boosting Time Series Foundation Models for Anomaly Detection Through State-Aware Adapter
150. NeurIPS 2026Steer-to-Detect: Probing Hidden Representations for Detection of LLM-Generated Texts

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。