Cover Image

Filter-And-Refine: A MLLM Based Cascade System for Industrial-Scale Video Content Moderation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Zixuan, Shi, Jinghao, Liang, Hanzhong, Shen, Xiang, Wen, Vera, Chen, Zhiqian, Wu, Yifan, Zhang, Zhixin, Xiong, Hongyu
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Embedding-based Retrieval in Multimodal Content Moderation
by: Liang, Hanzhong, et al.
Published: (2025)

CPFD: Confidence-aware Privileged Feature Distillation for Short Video Classification
by: Shi, Jinghao, et al.
Published: (2024)

IPS: In-Prompt Process Supervision for Short Video Content Moderation
by: Liu, Mingchao, et al.
Published: (2024)

Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance
by: Wang, Zixuan, et al.
Published: (2025)

Making MLLMs Blind: Adversarial Smuggling Attacks in MLLM Content Moderation
by: Li, Zhiheng, et al.
Published: (2026)

BiCoR-Seg: Bidirectional Co-Refinement Framework for High-Resolution Remote Sensing Image Segmentation
by: Shi, Jinghao, et al.
Published: (2025)

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching
by: Yew, Wei Chee, et al.
Published: (2025)

Xuanwu: Evolving General Multimodal Models into an Industrial-Grade Foundation for Content Ecosystems
by: Zhang, Zhiqian, et al.
Published: (2026)

UHR-Net: An Uncertainty-Aware Hypergraph Refinement Network for Medical Image Segmentation
by: Cheng, Shuokun, et al.
Published: (2026)

When Rules Fall Short: Agent-Driven Discovery of Emerging Content Issues in Short Video Platforms
by: Yu, Chenghui, et al.
Published: (2026)

Cascading Refinement Video Denoising with Uncertainty Adaptivity
by: Yu, Xinyuan
Published: (2024)

Strategic Filtering for Content Moderation: Free Speech or Free of Distortion?
by: Ahmadi, Saba, et al.
Published: (2025)

Scaling Reinforcement Learning for Content Moderation with Large Language Models
by: Firooz, Hamed, et al.
Published: (2025)

AIC MLLM: Autonomous Interactive Correction MLLM for Robust Robotic Manipulation
by: Xiong, Chuyan, et al.
Published: (2024)

DHP: Efficient Scaling of MLLM Training with Dynamic Hybrid Parallelism
by: Niu, Yifan, et al.
Published: (2026)

PAM: Training Policy-Aligned Moderation Filters at Scale
by: Fatehkia, Masoomali, et al.
Published: (2025)

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents
by: Lin, Zhixin, et al.
Published: (2025)

Omni-Video 2: Scaling MLLM-Conditioned Diffusion for Unified Video Generation and Editing
by: Yang, Hao, et al.
Published: (2026)

Ideology-Based LLMs for Content Moderation
by: Civelli, Stefano, et al.
Published: (2025)

Beyond Filtering: Adaptive Image-Text Quality Enhancement for MLLM Pretraining
by: Huang, Han, et al.
Published: (2024)

RTV-Bench: Benchmarking MLLM Continuous Perception, Understanding and Reasoning through Real-Time Video
by: Xun, Shuhang, et al.
Published: (2025)

A Multi-Scale Spatial-Temporal Network for Wireless Video Transmission
by: Zhou, Xinyi, et al.
Published: (2024)

Fast Singular-Kernel Convolution on General Non-Smooth Domains via Truncated Fourier Filtering
by: Bruno, Oscar, et al.
Published: (2025)

ITCMA: A Generative Agent Based on a Computational Consciousness Structure
by: Zhang, Hanzhong, et al.
Published: (2024)

VLM as Policy: Common-Law Content Moderation Framework for Short Video Platform
by: Lu, Xingyu, et al.
Published: (2025)

Exploring Iterative Refinement with Diffusion Models for Video Grounding
by: Liang, Xiao, et al.
Published: (2023)

Tempo-R0: A Video-MLLM for Temporal Video Grounding through Efficient Temporal Sensing Reinforcement Learning
by: Yue, Feng, et al.
Published: (2025)

Scaling Up LLM Reviews for Google Ads Content Moderation
by: Qiao, Wei, et al.
Published: (2024)

Unveiling the Era of Spatial Computing
by: Cao, Hanzhong
Published: (2024)

Light Aircraft Game : Basic Implementation and training results analysis
by: Cao, Hanzhong
Published: (2025)

COEF-VQ: Cost-Efficient Video Quality Understanding through a Cascaded Multimodal LLM Framework
by: Dong, Xin, et al.
Published: (2024)

A Multi‐Disease Detection Method for Paddy Rice Based on Enhancing Detection Transformer With ConvNeXt ‐ DAM ‐ FFNet Refinement
by: Xinyu Zhang, et al.
Published: (2025)

Enhanced Multimodal Content Moderation of Children's Videos using Audiovisual Fusion
by: Ahmed, Syed Hammad, et al.
Published: (2024)

BusterX++: Towards Unified Cross-Modal AI-Generated Content Detection and Explanation with MLLM
by: Wen, Haiquan, et al.
Published: (2025)

Content Moderation Futures
by: Blackwell, Lindsay
Published: (2025)

Efficient Motion-Aware Video MLLM
by: Zhao, Zijia, et al.
Published: (2025)

Online and Offline Evaluations of Collaborative Filtering and Content Based Recommender Systems
by: Elahi, Ali, et al.
Published: (2024)

The Wolf Within: Covert Injection of Malice into MLLM Societies via an MLLM Operative
by: Tan, Zhen, et al.
Published: (2024)

ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion Refinement
by: Huang, Runhui, et al.
Published: (2025)

OpenMic: A Multi-Agent-Based Stand-Up Comedy Generation System
by: Wu, Yuyang, et al.
Published: (2026)