目标检测论文趋势 2023–2026
检测与定位
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,809 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 88 | 67 | 32 | 298 | 485 |
| 2024 | 667 | 78 | 55 | 272 | 1,072 |
| 2025 | 175 | 85 | 57 | 254 | 571 |
| 2026 | 179 | 95 | 121 | 286 | 681 |
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 681 篇，第 5 / 14 页
- CVPR 2026Reconstruction-Guided Slot Curriculum Addressing Object Over-Fragmentation in Video Object-Centric Learning
- CVPR 2026Recovering Physically Plausible Human-Object Interactions from Monocular Videos
- CVPR 2026RecoverMark Robust Watermarking for Localization and Recovery of Manipulated Faces
- CVPR 2026Refacade Editing Object with Given Reference Texture
- CVPR 2026ReGenHOI Unifying Reconstruction and Generation for 3D Human-Object Interaction Understanding
- CVPR 2026RegFormer Transferable Relational Grounding for Efficient Weakly-Supervised Human-Object Interaction Detection
- CVPR 2026Reinforcing Video Object Segmentation to Think before it Segments
- CVPR 2026ReManNet A Riemannian Manifold Network for Monocular 3D Lane Detection
- CVPR 2026Remedying Target-Domain Astigmatism for Cross-Domain Few-Shot Object Detection
- CVPR 2026Rethinking MLLM Itself as a Segmenter with a Single Segmentation
- CVPR 2026Rethinking Two-Stage Referring-by-Tracking in Referring Multi-Object Tracking Make it Strong
- CVPR 2026Revisiting the Necessity of Full Accuracy Weakly Supervised Object-Level Offset
- CVPR 2026Revisiting Token Compression for Accelerating ViT-based Sparse Multi-View 3D Object
- CVPR 2026RHCNet Residual-Guided Hierarchical Calibration Network for Robust Underwater Object Detection
- CVPR 2026RHO Robust Holistic OSM-Based Metric Cross-View Geo-Localization
- CVPR 2026Robust Promptable Video Object Segmentation
- CVPR 2026RPGFusion 4D Radar Prior-Guided Multi-Modal Fusion for 3D Detection
- CVPR 2026SAIDO Generalizable Detection of AI-Generated Images via Scene-Aware and Importance-Guided
- CVPR 2026SAM 3D 3Dfy Anything in Images
- CVPR 2026SAVA-X Ego-to-Exo Imitation Error Detection via Scene-Adaptive View Alignment and
- CVPR 2026Scalable Object Relation Encoding for Better 3D Spatial Reasoning in
- CVPR 2026Scaling Up AI-Generated Image Detection with Generator-Aware Prototypes
- CVPR 2026Scene Reconstruction as Mapping Priors for 3D Detection
- CVPR 2026SDDF Specificity-Driven Dynamic Focusing for Open-Vocabulary Camouflaged Object Detection
- CVPR 2026SE3-Equivariance with Geometric and Topological Guidance for Category-Level Object Pose
- CVPR 2026Seeing through boxes Non-Line-of-Sight 3D Reconstruction from Radar Signals
- CVPR 2026Seeing Through the Noise Improving Infrared Small Target Detection and
- CVPR 2026SemLT3D Semantic-Guided Expert Distillation for Camera-only Long-Tailed 3D Object Detection
- CVPR 2026ShadowDraw From Any Object to Shadow-Drawing Compositional Art
- CVPR 2026Similarity-Consistent Likelihood Diffusion enables Hidden Person Detection from Wall Reflections
- CVPR 2026Skyra AI-Generated Video Detection via Grounded Artifact Reasoning
- CVPR 2026Small Object Great Challenge A Benchmark for Small Object Visual
- CVPR 2026SPAN Spatial-Projection Alignment for Monocular 3D Object Detection
- CVPR 2026SpatialDiff 3D-Aware Object Movement via Implicit Spatial Modeling
- CVPR 2026Spe-BEVHead Rethinking the Detection Head Design for Birds-Eye-View Object Detection
- CVPR 2026Spike-driven Discrete Aggregation for Event-based Object Detection
- CVPR 2026SpikeTrack High-performance and Energy-efficient Event-Based Object Tracking with Spiking Neural
- CVPR 2026SRA-Det Learning Omni-Grained Open-Vocabulary Detection Beyond Category Names
- CVPR 2026SRGCD Stability-Driven Region Growth Framework for 3D Change Detection
- CVPR 2026Streamlined Open-Vocabulary Human-Object Interaction Detection
- CVPR 2026Structure-Aware Representation Distillation for Tiny-Dense Object Segmentation
- CVPR 2026STUR3D Spatio-Temporal Unified Representation Learning for 3D Object Detection
- CVPR 2026SubspaceAD Training-Free Few-Shot Anomaly Detection via Subspace Modeling
- CVPR 2026SymphoMotion Joint Control of Camera Motion and Object Dynamics for
- CVPR 2026Synergistic Bleeding Region and Point Detection in Laparoscopic Surgical Videos
- CVPR 2026Synthetic Object Compositions for Scalable and Accurate Learning in Detection
- CVPR 2026TACO Task-Aware Contrastive Learning for Joint LiDAR Localization and 3D
- CVPR 2026Talk2Move Reinforcement Learning for Text-Instructed Object-Level Geometric Transformation in Scenes
- CVPR 2026TeamHOI Learning a Unified Policy for Cooperative Human-Object Interactions with
- CVPR 2026TeHOR Text-Guided 3D Human and Object Reconstruction with Textures
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查目标检测在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "object-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。