Cover Image

TempSamp-R1: Effective Temporal Sampling with Reinforcement Fine-Tuning for Video LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Yunheng, Cheng, Jing, Jia, Shaoyong, Kuang, Hangyi, Jiao, Shaohui, Hou, Qibin, Cheng, Ming-Ming
Format:	Preprint
Published:	2025
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

Towards Universal Video MLLMs with Attribute-Structured and Quality-Verified Instructions
by: Li, Yunheng, et al.
Published: (2026)

Rethinking Token-Level Policy Optimization for Multimodal Chain-of-Thought
by: Li, Yunheng, et al.
Published: (2026)

High-Quality Mask Tuning Matters for Open-Vocabulary Segmentation
by: Zeng, Quan-Sheng, et al.
Published: (2024)

Cascade-CLIP: Cascaded Vision-Language Embeddings Alignment for Zero-Shot Semantic Segmentation
by: Li, Yunheng, et al.
Published: (2024)

Unbiased Region-Language Alignment for Open-Vocabulary Dense Prediction
by: Li, Yunheng, et al.
Published: (2024)

Revisiting Efficient Semantic Segmentation: Learning Offsets for Better Spatial and Class Feature Alignment
by: Zhang, Shi-Chen, et al.
Published: (2025)

DFormerv2: Geometry Self-Attention for RGBD Semantic Segmentation
by: Yin, Bo-Wen, et al.
Published: (2025)

StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation
by: Zhou, Yupeng, et al.
Published: (2024)

A Glimpse to Compress: Dynamic Visual Token Pruning for Large Vision-Language Models
by: Zeng, Quan-Sheng, et al.
Published: (2025)

SM3Det: A Unified Model for Multi-Modal Remote Sensing Object Detection
by: Li, Yuxuan, et al.
Published: (2024)

AR-1-to-3: Single Image to Consistent 3D Object Generation via Next-View Prediction
by: Zhang, Xuying, et al.
Published: (2025)

GeoWorld: Unlocking the Potential of Geometry Models to Facilitate High-Fidelity 3D Scene Generation
by: Wan, Yuhao, et al.
Published: (2025)

Sora Generates Videos with Stunning Geometrical Consistency
by: Li, Xuanyi, et al.
Published: (2024)

TempCompass: Do Video LLMs Really Understand Videos?
by: Liu, Yuanxin, et al.
Published: (2024)

OmniSegmentor: A Flexible Multi-Modal Learning Framework for Semantic Segmentation
by: Yin, Bo-Wen, et al.
Published: (2025)

DreamStereo: Towards Real-Time Stereo Inpainting for HD Videos
by: Huang, Yuan, et al.
Published: (2026)

PR-MIM: Delving Deeper into Partial Reconstruction in Masked Image Modeling
by: Li, Zhong-Yu, et al.
Published: (2024)

VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning
by: Li, Xinhao, et al.
Published: (2025)

Strip R-CNN: Large Strip Convolution for Remote Sensing Object Detection
by: Yuan, Xinbin, et al.
Published: (2025)

TempR1: Improving Temporal Understanding of MLLMs via Temporal-Aware Multi-Task Reinforcement Learning
by: Wu, Tao, et al.
Published: (2025)

End-to-End Streaming Video Temporal Action Segmentation with Reinforce Learning
by: Zhang, Jinrong, et al.
Published: (2023)

DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation
by: Yin, Bowen, et al.
Published: (2023)

Zone Evaluation: Revealing Spatial Bias in Object Detection
by: Zheng, Zhaohui, et al.
Published: (2023)

CrossKD: Cross-Head Knowledge Distillation for Object Detection
by: Wang, Jiabao, et al.
Published: (2023)

TempMe: Video Temporal Token Merging for Efficient Text-Video Retrieval
by: Shen, Leqi, et al.
Published: (2024)

KAC: Kolmogorov-Arnold Classifier for Continual Learning
by: Hu, Yusong, et al.
Published: (2025)

Unifying Heterogeneous Multi-Modal Remote Sensing Detection Via Language-Pivoted Pretraining
by: Li, Yuxuan, et al.
Published: (2026)

V-STaR: Benchmarking Video-LLMs on Video Spatio-Temporal Reasoning
by: Cheng, Zixu, et al.
Published: (2025)

Traffic Scene Parsing through the TSP6K Dataset
by: Jiang, Peng-Tao, et al.
Published: (2023)

SRFormerV2: Taking a Closer Look at Permuted Self-Attention for Image Super-Resolution
by: Zhou, Yupeng, et al.
Published: (2023)

Referring Camouflaged Object Detection
by: Zhang, Xuying, et al.
Published: (2023)

VideoTemp-o3: Harmonizing Temporal Grounding and Video Understanding in Agentic Thinking-with-Videos
by: Liu, Wenqi, et al.
Published: (2026)

YOLO-MS: Rethinking Multi-Scale Representation Learning for Real-time Object Detection
by: Chen, Yuming, et al.
Published: (2023)

Towards Stable 3D Object Detection
by: Wang, Jiabao, et al.
Published: (2024)

MedSeg-R: Medical Image Segmentation with Clinical Reasoning
by: Shao, Hao, et al.
Published: (2025)

Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning
by: Ma, Yuting, et al.
Published: (2026)

Mutual Forcing: Dual-Mode Self-Evolution for Fast Autoregressive Audio-Video Character Generation
by: Zhou, Yupeng, et al.
Published: (2026)

Thinking With Bounding Boxes: Enhancing Spatio-Temporal Video Grounding via Reinforcement Fine-Tuning
by: Gu, Xin, et al.
Published: (2025)

Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks
by: Fan, Deng-Ping, et al.
Published: (2019)

The Consistency Critic: Correcting Inconsistencies in Generated Images via Reference-Guided Attentive Alignment
by: Ouyang, Ziheng, et al.
Published: (2025)