Video Understanding papers, 2023–2026
Video recognition and understanding
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 2,261 papers are tagged with this topic.
Key findings
- Video Understanding went from 319 papers in 2023 to 832 in 2026, roughly 2.6x in three years.
- CVPR publishes the most Video Understanding work: 1,037 papers from 2023 to 2026, 46% of the four-venue total.
- The fastest-growing overlap is with Diffusion Models: papers tagged with both rose from 8 in 2023 to 116 in 2026.
- Among the 5 topics under Computer Vision, it ranks #3 by 2026 paper count; the fastest grower in the group, Image Generation, is up 2.2x versus 2.6x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 47 | 44 | 34 | 194 | 319 |
| 2024 | 113 | 47 | 67 | 204 | 431 |
| 2025 | 222 | 95 | 64 | 298 | 679 |
| 2026 | 229 | 148 | 114 | 341 | 832 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026Articulation in Prime: Primitive-Based Articulated Object Understanding from a Single Casual Video
- ICML 2026A Single Layer to Explain Them All: Understanding Massive Values in Large Language Models
- ICLR 2026Action-Guided Attention for Video Action Anticipation
- CVPR 20264D-RGPT Toward Region-level 4D Understanding via Perceptual Distillation
- NeurIPS 20254DGCPro: Efficient Hierarchical 4D Gaussian Compression for Progressive Volumetric Video Streaming
- ICML 2025$\infty$-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation
- ICLR 2025Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
- CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
- NeurIPS 2024$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset
- ICML 2024Enhancing Sufficient Dimension Reduction via Hellinger Correlation
- ICLR 2024Don't Judge by the Look: Towards Motion Coherent Video Representation
- CVPR 2024Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
- NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
- ICML 2023Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning
- ICLR 2023A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity
- CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
- NeurIPS 2026AsymHP: Load-Balanced Sparse Attention for Video Diffusion Transformers
- ICML 2026AnyMod-LLVE: Low-Light Video Enhancement with Modality-Agnostic Inference
- ICLR 2026Emotions Where Art Thou: Understanding and Characterizing the Emotional Latent Space of Large Language Models
- CVPR 2026Accelerating Streaming Video Large Language Models via Hierarchical Token Compression
All Video Understanding papers
298 papers, page 4 of 6
- CVPR 2025M-LLM Based Video Frame Selection for Efficient Video Understanding
- CVPR 2025M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation
- CVPR 2025Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models
- CVPR 2025MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps
- CVPR 2025ManiVideo: Generating Hand-Object Manipulation Video with Dexterous and Generalizable Grasping
- CVPR 2025MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations
- CVPR 2025Masked Scene Modeling: Narrowing the Gap Between Supervised and Self-Supervised Learning in 3D Scene Understanding
- CVPR 2025MaskGWM: A Generalizable Driving World Model with Video Mask Reconstruction
- CVPR 2025MatAnyone: Stable Video Matting with Consistent Memory Propagation
- CVPR 2025Mimir: Improving Video Diffusion Models for Precise Text Understanding
- CVPR 2025MIMO: Controllable Character Video Synthesis with Spatial Decomposed Modeling
- CVPR 2025Mind the Time: Temporally-Controlled Multi-Event Video Generation
- CVPR 2025Minimizing Labeled, Maximizing Unlabeled: An Image-Driven Approach for Video Instance Segmentation
- CVPR 2025MLVU: Benchmarking Multi-task Long Video Understanding
- CVPR 2025MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments
- CVPR 2025MMVU: Measuring Expert-Level Multi-Discipline Video Understanding
- CVPR 2025Mono3DVLT: Monocular-Video-Based 3D Visual Language Tracking
- CVPR 2025Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level
- CVPR 2025MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models
- CVPR 2025Movie Weaver: Tuning-Free Multi-Concept Video Personalization with Anchored Prompts
- CVPR 2025MovieBench: A Hierarchical Movie Level Dataset for Long Video Generation
- CVPR 2025MP-GUI: Modality Perception with MLLMs for GUI Understanding
- CVPR 2025MPDrive: Improving Spatial Understanding with Marker-Based Prompt Learning for Autonomous Driving
- CVPR 2025Multi-subject Open-set Personalization in Video Generation
- CVPR 2025MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrieval
- CVPR 2025Neural Video Compression with Context Modulation
- CVPR 2025Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory
- CVPR 2025Non-Natural Image Understanding with Advancing Frequency-based Vision Encoders
- CVPR 2025Number it: Temporal Grounding Videos like Flipping Manga
- CVPR 2025Object-Shot Enhanced Grounding Network for Egocentric Video
- CVPR 2025ObjectMover: Generative Object Movement with Video Prior
- CVPR 2025Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks
- CVPR 2025Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos
- CVPR 2025OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts
- CVPR 2025On the Consistency of Video Large Language Models in Temporal Comprehension
- CVPR 2025Online Video Understanding: OVBench and VideoChat-Online
- CVPR 2025OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?
- CVPR 2025PatchVSR: Breaking Video Diffusion Resolution Limits with Patch-wise Video Super-Resolution
- CVPR 2025PAVE: Patching and Adapting Video Large Language Models
- CVPR 2025PEACE: Empowering Geologic Map Holistic Understanding with MLLMs
- CVPR 2025Perceptual Video Compression with Neural Wrapping
- CVPR 2025Plug-and-Play Versatile Compressed Video Enhancement
- CVPR 2025PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter
- CVPR 2025PolarFree: Polarization-based Reflection-Free Imaging
- CVPR 2025PoseTraj: Pose-Aware Trajectory Control in Video Diffusion
- CVPR 2025Progress-Aware Video Frame Captioning
- CVPR 2025ProReflow: Progressive Reflow with Decomposed Velocity
- CVPR 2025Protecting Your Video Content: Disrupting Automated Video-based LLM Annotations
- CVPR 2025Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose Interaction
- CVPR 2025PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models
Ask about this trend from Claude or Cursor
Connect the Paperlist MCP and your assistant can pull the numbers on this page while you draft a survey, pick a direction or plan a submission: papers per year and venue, growth, the fastest-rising sub-themes and representative papers, shaped around your question.
Copy this prompt into your assistant
Use paperlist to show how Video Understanding papers grew at CVPR from 2023 to 2026, and which year jumped the most.
Tool the assistant calls: get_topic_stats {"topic": "video-understanding"}
Set up Paperlist MCP in two minutes (Claude Code, Cursor, Codex, ChatGPT)
FAQ
- How many Video Understanding papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 2,261 in total: 319 in 2023, 431 in 2024, 679 in 2025, 832 in 2026.
- How many Video Understanding papers are at NeurIPS 2026?
- NeurIPS 2026 has 229 Video Understanding papers, versus 222 the year before.
- How many Video Understanding papers are at ICLR 2026?
- ICLR 2026 has 148 Video Understanding papers, versus 95 the year before.
- How many Video Understanding papers are at ICML 2026?
- ICML 2026 has 114 Video Understanding papers, versus 64 the year before.
- How many Video Understanding papers are at CVPR 2026?
- CVPR 2026 has 341 Video Understanding papers, versus 298 the year before.
- Which conference publishes the most Video Understanding papers?
- CVPR, with 1,037 papers from 2023 to 2026.