开放词汇检测论文趋势 2023–2026

主要结论

• 开放词汇检测论文从 2023 年的 111 篇增长到 2026 年的 168 篇，三年间扩大到约 1.5 倍。
• CVPR 是发开放词汇检测论文最多的会议，2023–2026 年共 294 篇，占四个会议总量的 51%。
• 交叉方向里涨得最快的是开放域问答：同时属于两个主题的论文从 2023 年的 8 篇增至 2026 年的 22 篇。
• 在「开放词汇视觉」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的视觉定位是 4.3 倍，开放词汇检测是 1.5 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 2026At FullTilt: Real-Time Open-Set 3D Macromolecule Detection Directly from Tilted 2D Projections
• ICML 2026An In-Depth Study on Deep Learning Model Cloning
• ICLR 2026DeCo-DETR: Decoupled Cognition DETR for efficient Open-Vocabulary Object Detection
• CVPR 2026ANTS Adaptive Negative Textual Space Shaping for OOD Detection via
• NeurIPS 2025Beyond the Seen: Bounded Distribution Estimation for Open-Vocabulary Learning
• ICML 2025Position: We Can’t Understand AI Using our Existing Vocabulary
• ICLR 20253D-AffordanceLLM: Harnessing Large Language Models for Open-Vocabulary Affordance Detection in 3D Worlds
• CVPR 2025Anomize: Better Open Vocabulary Video Anomaly Detection
• NeurIPS 2024DreamCatcher: A Wearer-aware Multi-modal Sleep Event Dataset Based on Earables in Non-restrictive Environments
• ICML 2024Binary Decomposition: A Problem Transformation Perspective for Open-Set Semi-Supervised Learning
• ICLR 2024FROSTER: Frozen CLIP is A Strong Teacher for Open-Vocabulary Action Recognition
• CVPR 2024DetCLIPv3: Towards Versatile Generative Open-vocabulary Object Detection
• NeurIPS 2023AttrSeg: Open-Vocabulary Semantic Segmentation via Attribute Decomposition-Aggregation
• ICML 2023Internet Explorer: Targeted Representation Learning on the Open Web
• ICLR 2023Adaptive Robust Evidential Optimization For Open Set Detection from Imbalanced Data
• CVPR 2023Being Comes From Not-Being: Open-Vocabulary Text-to-Motion Generation With Wordless Training
• NeurIPS 2026CompleteRXN: Toward Completing Open Chemical Reaction Databases
• ICML 2026Learning Attribute–Affordance Hierarchies in Hyperbolic Space for Open-Vocabulary 3D Object Affordance Grounding
• ICLR 2026DETR-ViP: Detection Transformer with Robust Discriminative Visual Prompts
• CVPR 2026Bypassing the Transport Plan Dynamic Reweighting for Out-of-Distribution Detection with

全部开放词汇检测论文

共 42 篇，第 1 / 1 页

1. NeurIPS 2026AffectGPT-RL: Revealing Roles of Reinforcement Learning in Open-Vocabulary Emotion Recognition
2. NeurIPS 2026At FullTilt: Real-Time Open-Set 3D Macromolecule Detection Directly from Tilted 2D Projections
3. NeurIPS 2026AWP: Activation-based Window Pruning for Gigapixel Object Detection
4. NeurIPS 2026CompleteRXN: Toward Completing Open Chemical Reaction Databases
5. NeurIPS 2026Component-Based Out-of-Distribution Detection
6. NeurIPS 2026ConfDet: Learning Reliable Confidence for MLLM-based Detection
7. NeurIPS 2026COVD: Continual Open-Vocabulary Object Detection with Novel Concept Injection
8. NeurIPS 2026DIGS: Distribution-Informed Gaussian Splatting for Training-Free Open-Vocabulary 3D Segmentation
9. NeurIPS 2026Dynamic Query as Budgeting for Tiny Object Detection
10. NeurIPS 2026Efficient Multi-Source Prompt Adaptation for Cross-Domain Open-Vocabulary Learning
11. NeurIPS 2026Forgery Evidence Peaks Mid-Stack: Forensic Evidence Relay for Multimodal Forgery Detection
12. NeurIPS 2026FrontierSmith: Synthesizing Open-Ended Coding Problems at Scale
13. NeurIPS 2026HierRR: Enhancing Instruction Alignment in Open-Vocabulary Indoor Scene Synthesis via Agentic Hierarchical Reasoning and Reflection
14. NeurIPS 2026How Complete Should a Reference Be? A Benchmark Audit for Fluorescence Spot Detection
15. NeurIPS 2026iDETR: Implicit DETR for Tiny Object Detection
16. NeurIPS 2026InCLAD: A Continual Learning Benchmark for Industrial Visual Anomaly Detection
17. NeurIPS 2026Inertia-1: An Open Exploration of Wearable Motion Foundation Models
18. NeurIPS 2026Learning Semantic Consistency for Open-Vocabulary Dense Perception
19. NeurIPS 2026MSR-3D: Multi-Mode Semantic Representation for Open-Vocabulary 3D Scene Understanding
20. NeurIPS 2026NavOCR: A Dataset Generator for Navigation-Relevant Text Detection in Mobile Robots
21. NeurIPS 2026Object Detection Benchmarks are Incomplete: The Role of Label Errors and Annotation Uncertainty
22. NeurIPS 2026Open Vocabulary Domain Unlearning
23. NeurIPS 2026Preference-Guided Adaptation for Open-Vocabulary Semantic Segmentation via Prompt Disagreement
24. NeurIPS 2026RefineAny3D: Depth Refinement as Semantic Alignment for Monocular 3D Detection
25. NeurIPS 2026RelGS: Relation-Aware Gaussian Splatting for Open-Vocabulary 3D Scene Understanding
26. NeurIPS 2026Rethinking Geometric Depth in Monocular 3D Object Detection: A Projection-Consistent Reformulation
27. NeurIPS 2026Rethinking Infrared Small Target Detection: A Foundation Driven Efficient Paradigm
28. NeurIPS 2026RETR: A Structure-Preserving RGB-Event Transformer for Robust 3D Lane Detection
29. NeurIPS 2026ROAD: Rule-Grounded Context-Aware Open-World Driver Anomaly Detection
30. NeurIPS 2026Scalable Token-Level Hallucination Detection in Large Language Models
31. NeurIPS 2026Stability-Weighted Direction Regularization Disentangles Generator Shortcuts from Detection Signal
32. NeurIPS 2026StomataBench: Measuring Taxonomic Generalization in Stomatal Detection
33. NeurIPS 2026Stranger Things: When Objects Appear Without Their Typical Neighbours
34. NeurIPS 2026Strengthen Out-of-Distribution Detection via Adaptive Mahalanobis Gap
35. NeurIPS 2026Surprisingly consistent failures of post-hoc OOD detectors reveal security concerns in open-set recognition with modern CNNs and ViTs, stemming from representation mismatch
36. NeurIPS 2026TACO: Towards Task-Consistent Open-Vocabulary Adaptation in Video Recognition
37. NeurIPS 2026TerraMesh-Masks: Open‑Vocabulary Segmentation for Earth Observation
38. NeurIPS 2026Towards Unified Dynamic Face Landmark Detection
39. NeurIPS 2026Training-Free Open World Object Detection
40. NeurIPS 2026When the Same Coefficients Reach Different Places: Asymmetric Realizability in Transplanting Tokenizers across Large Language Models
41. NeurIPS 2026WildBox: A Dataset and Benchmark for Aerial Monocular 3D Detection of African Savanna Wildlife
42. NeurIPS 2026Witness Overlap: Directional Provenance Inside Open-Weight Model Families

常见问题

2023–2026 年四大会议一共有多少篇开放词汇检测论文？

共 577 篇，按年份分别是 2023 年 111 篇、2024 年 144 篇、2025 年 154 篇、2026 年 168 篇。

NeurIPS 2026 有多少篇开放词汇检测论文？

NeurIPS 2026 有 42 篇开放词汇检测论文，上一届是 41 篇。

ICLR 2026 有多少篇开放词汇检测论文？

ICLR 2026 有 22 篇开放词汇检测论文，上一届是 24 篇。

ICML 2026 有多少篇开放词汇检测论文？

ICML 2026 有 22 篇开放词汇检测论文，上一届是 14 篇。

CVPR 2026 有多少篇开放词汇检测论文？

CVPR 2026 有 82 篇开放词汇检测论文，上一届是 75 篇。

哪个会议的开放词汇检测论文最多？

CVPR，2023–2026 年共 294 篇。