Cover Image

DenseStep2M: A Scalable, Training-Free Pipeline for Dense Instructional Video Annotation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ge, Mingji, Chen, Qirui, Li, Zeqian, Xie, Weidi
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multi-Sentence Grounding for Long-term Instructional Video
by: Li, Zeqian, et al.
Published: (2023)

Learning Streaming Video Representation via Multitask Training
by: Yan, Yibin, et al.
Published: (2025)

Grounded Multi-Hop VideoQA in Long-Form Egocentric Videos
by: Chen, Qirui, et al.
Published: (2024)

Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation
by: Shi, Yudi, et al.
Published: (2024)

Universal Video Temporal Grounding with Generative Multi-modal Large Language Models
by: Li, Zeqian, et al.
Published: (2025)

Weaver: End-to-End Agentic System Training for Video Interleaved Reasoning
by: Shi, Yudi, et al.
Published: (2026)

DenseAnnotate: Enabling Scalable Dense Caption Collection for Images and 3D Scenes via Spoken Descriptions
by: Lin, Xiaoyu, et al.
Published: (2025)

DeVAn: Dense Video Annotation for Video-Language Models
by: Liu, Tingkai, et al.
Published: (2023)

Dense-Face: Personalized Face Generation Model via Dense Annotation Prediction
by: Guo, Xiao, et al.
Published: (2024)

NOVA: Sparse Control, Dense Synthesis for Pair-Free Video Editing
by: Pan, Tianlin, et al.
Published: (2026)

Unified Dense Prediction of Video Diffusion
by: Yang, Lehan, et al.
Published: (2025)

DenseScan: Advancing 3D Scene Understanding with 2D Dense Annotation
by: Wang, Zirui, et al.
Published: (2025)

Streaming Dense Video Captioning
by: Zhou, Xingyi, et al.
Published: (2024)

Technical Report for Soccernet 2023 -- Dense Video Captioning
by: Ruan, Zheng, et al.
Published: (2024)

PerSense: Training-Free Personalized Instance Segmentation in Dense Images
by: Siddiqui, Muhammad Ibraheem, et al.
Published: (2024)

DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World
by: Li, Xiangtai, et al.
Published: (2025)

RetinaGS: Scalable Training for Dense Scene Rendering with Billion-Scale 3D Gaussians
by: Li, Bingling, et al.
Published: (2024)

Grounded Question-Answering in Long Egocentric Videos
by: Di, Shangzhe, et al.
Published: (2023)

Colon-Bench: An Agentic Workflow for Scalable Dense Lesion Annotation in Full-Procedure Colonoscopy Videos
by: Hamdi, Abdullah, et al.
Published: (2026)

BiDense: Binarization for Dense Prediction
by: Yin, Rui, et al.
Published: (2024)

Dense-SfM: Structure from Motion with Dense Consistent Matching
by: Lee, JongMin, et al.
Published: (2025)

Dense Matchers for Dense Tracking
by: Jelínek, Tomáš, et al.
Published: (2024)

Object-centric Video Question Answering with Visual Grounding and Referring
by: Wang, Haochen, et al.
Published: (2025)

Exo2EgoDVC: Dense Video Captioning of Egocentric Procedural Activities Using Web Instructional Videos
by: Ohkawa, Takehiko, et al.
Published: (2023)

Dense Video Object Captioning from Disjoint Supervision
by: Zhou, Xingyi, et al.
Published: (2023)

Dense360: Dense Understanding from Omnidirectional Panoramas
by: Zhou, Yikang, et al.
Published: (2025)

Training-Free Dense Hand Contact Estimation with Multi-Modal Large Language Models
by: Jung, Daniel Sungho, et al.
Published: (2026)

Towards PerSense++: Advancing Training-Free Personalized Instance Segmentation in Dense Images
by: Siddiqui, Muhammad Ibraheem, et al.
Published: (2025)

Sparse-to-Dense: A Free Lunch for Lossless Acceleration of Video Understanding in LLMs
by: Zhang, Xuan, et al.
Published: (2025)

TEMSET-24K: Densely Annotated Dataset for Indexing Multipart Endoscopic Videos using Surgical Timeline Segmentation
by: Bilal, Muhammad, et al.
Published: (2025)

A Unified Image-Dense Annotation Generation Model for Underwater Scenes
by: Lin, Hongkai, et al.
Published: (2025)

TDViT: Temporal Dilated Video Transformer for Dense Video Tasks
by: Sun, Guanxiong, et al.
Published: (2024)

DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy Images
by: Liu, Chen, et al.
Published: (2024)

Exploring Temporal Event Cues for Dense Video Captioning in Cyclic Co-learning
by: Xie, Zhuyang, et al.
Published: (2024)

TrajLoom: Dense Future Trajectory Generation from Video
by: Zhang, Zewei, et al.
Published: (2026)

DenseSR: Image Shadow Removal as Dense Prediction
by: Lin, Yu-Fan, et al.
Published: (2025)

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions
by: Shen, Yijun, et al.
Published: (2025)

What Matters When Repurposing Diffusion Models for General Dense Perception Tasks?
by: Xu, Guangkai, et al.
Published: (2024)

Dense Video Captioning Using Unsupervised Semantic Information
by: Estevam, Valter, et al.
Published: (2021)

Step Differences in Instructional Video
by: Nagarajan, Tushar, et al.
Published: (2024)