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Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Aug 17, 2023 · Artificial Intelligence

Human Visual Perception Based Edge‑Cloud Super‑Resolution Framework and RedVQA Quality Assessment at XiaoHongShu

At LiveVideoStackCon 2023, XiaoHongShu unveiled an edge‑cloud super‑resolution framework guided by the human‑perception‑aligned RedVQA model, which jointly optimizes video quality and bandwidth by generating a dedicated SR bitrate tier in the cloud and applying a lightweight SR algorithm on the client, achieving notable QoE gains and narrow‑band HD delivery.

AISuper-Resolutionbandwidth optimization
0 likes · 25 min read
Human Visual Perception Based Edge‑Cloud Super‑Resolution Framework and RedVQA Quality Assessment at XiaoHongShu
DaTaobao Tech
DaTaobao Tech
Jul 21, 2023 · Artificial Intelligence

A Year of Video‑Quality Engineering and Growth at Taobao Live

Over the past year, Taobao Live’s video‑quality team, led by former algorithm researcher Xiaocen, built an automated attribution system, real‑time low‑quality detection, and close streamer support, turning pure research into product‑focused engineering that boosted stream quality, trust, and business impact through cross‑domain collaboration.

Live StreamingPerformance Monitoringalgorithm optimization
0 likes · 9 min read
A Year of Video‑Quality Engineering and Growth at Taobao Live
Kuaishou Large Model
Kuaishou Large Model
Mar 31, 2023 · Artificial Intelligence

How Kuaishou Elevates Video Quality and AI Performance at NVIDIA GTC 2023

At NVIDIA GTC 2023, Kuaishou engineers unveiled cutting‑edge solutions ranging from video quality assessment and enhancement, 3D digital‑human live streaming, a custom TensorRT‑based performance framework, large‑scale recommendation model acceleration, to multimodal massive‑model deployment for short‑video scenarios.

AI optimizationDigital HumanMultimodal Models
0 likes · 9 min read
How Kuaishou Elevates Video Quality and AI Performance at NVIDIA GTC 2023
Kuaishou Audio & Video Technology
Kuaishou Audio & Video Technology
Mar 30, 2023 · Artificial Intelligence

How Kuaishou Elevates Short‑Video Quality and AI Performance at NVIDIA GTC 2023

At NVIDIA GTC 2023, Kuaishou engineers presented cutting‑edge solutions ranging from video quality assessment and enhancement to digital‑human live streaming, custom performance‑optimization frameworks, large‑scale recommendation model acceleration, and multimodal massive‑model deployment for short‑video applications.

AI optimizationDigital Humanlarge recommendation models
0 likes · 9 min read
How Kuaishou Elevates Short‑Video Quality and AI Performance at NVIDIA GTC 2023
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Nov 11, 2022 · Artificial Intelligence

Media Experience Quality Assessment: Visual Perception and Objective Quality Metrics

Professor Zhai’s REDtech talk explained how the human visual system underlies full‑, reduced‑ and no‑reference media quality metrics, introduced a free‑energy‑based perception model and pseudo‑reference technique for accurate no‑reference UGC video assessment, and discussed audio‑visual integration, opinion‑score distributions, and EEG‑based perceptual loss challenges.

UGCaudio-visualmachine learning
0 likes · 15 min read
Media Experience Quality Assessment: Visual Perception and Objective Quality Metrics
FunTester
FunTester
Jul 9, 2022 · Fundamentals

Common Video Experience Metrics and Laboratory Testing Methods for Real-Time Communication

This article introduces the industry‑wide video experience metrics—latency, stutter rate, frame rate, subjective quality, first‑frame time, audio‑video sync, and bandwidth tracking—and provides detailed laboratory testing procedures for each metric in real‑time communication scenarios.

Real-time Communicationbandwidth trackingframe rate
0 likes · 12 min read
Common Video Experience Metrics and Laboratory Testing Methods for Real-Time Communication
Kuaishou Audio & Video Technology
Kuaishou Audio & Video Technology
Sep 1, 2021 · Fundamentals

How Kuaishou Achieves Superior Short‑Video Quality: A Deep Dive into 1080P, HDR & 4K Evaluations

This article analyzes Kuaishou's short‑video quality advantages by detailing its production‑consumption chain, multi‑dimensional evaluation methodology, objective and subjective test results, and key metrics such as bitrate savings, VMAF gains, win and selection rates, supported by visual examples.

HDRVMAFbenchmark
0 likes · 7 min read
How Kuaishou Achieves Superior Short‑Video Quality: A Deep Dive into 1080P, HDR & 4K Evaluations
iQIYI Technical Product Team
iQIYI Technical Product Team
Aug 13, 2021 · Game Development

Improving VR Video Clarity: PPD, Tile Encoding, and Future Directions

VR video clarity suffers because the required pixels‑per‑degree far exceed what 4K or 8K spherical streams can deliver, but tile‑based encoding that decodes only the viewport, combined with low motion‑to‑photon latency, distortion control, advanced codecs and AI‑driven projection, promises sharper, lower‑bitrate 6DoF experiences.

8KPPDStreaming
0 likes · 13 min read
Improving VR Video Clarity: PPD, Tile Encoding, and Future Directions
360 Tech Engineering
360 Tech Engineering
Apr 16, 2021 · Artificial Intelligence

Applying YOLOv5 Object Detection for Black, Color, and Normal Screen Classification in Video Frames

This article presents a method that replaces traditional manual video frame quality checks with an automated YOLOv5‑based object detection pipeline, detailing data labeling, model training, loss computation, inference code, and experimental results that show higher accuracy than ResNet for classifying black, color‑screen, and normal frames.

PythonYOLOv5deep learning
0 likes · 12 min read
Applying YOLOv5 Object Detection for Black, Color, and Normal Screen Classification in Video Frames
360 Quality & Efficiency
360 Quality & Efficiency
Apr 16, 2021 · Artificial Intelligence

Applying YOLOv5 Object Detection for Black, Color, and Blank Screen Classification in Video Frames

This article presents a method that replaces manual visual inspection with an automated YOLOv5‑based object detection pipeline to classify video frames as normal, colorful, or black screens, detailing data annotation, training, loss calculation, inference code, and showing a 97% accuracy improvement over ResNet.

Computer VisionPythonYOLOv5
0 likes · 11 min read
Applying YOLOv5 Object Detection for Black, Color, and Blank Screen Classification in Video Frames
Youku Technology
Youku Technology
Mar 10, 2020 · Operations

Big Drama Quality Assurance Process at Alibaba Entertainment

Alibaba Entertainment’s Big Drama Assurance framework applies automated and manual quality checks across production, operations, rights, playback, online monitoring, and emergency response, using a unified platform that detects and resolves issues before and after launch to protect revenue, uphold paid‑member rights, and ensure a seamless viewing experience.

AlibabaMonitoringcontent assurance
0 likes · 7 min read
Big Drama Quality Assurance Process at Alibaba Entertainment
58 Tech
58 Tech
Nov 29, 2019 · Big Data

Application of Big Data and Algorithms in the Real‑Estate Internet

The talk presented at the Shanghai Computer Society Annual Meeting details how big data and algorithms are leveraged in the real‑estate internet sector to enhance user personalization, improve agent matching, and assess video quality, illustrating practical implementations and performance gains across data collection, modeling, and recommendation pipelines.

AIBig DataReal Estate
0 likes · 10 min read
Application of Big Data and Algorithms in the Real‑Estate Internet
Youku Technology
Youku Technology
Sep 18, 2019 · Artificial Intelligence

AI-Driven Video Quality Evaluation and Machine Filtering for Short Videos at Youku

Youku’s MoKu Lab combines rule‑based preprocessing with multimodal AI models that score titles, covers and video content, enabling large‑scale machine filtering that boosts human review efficiency by 5‑6 percentage points and reduces low‑quality short videos from roughly 15 % to under 3 % while supporting flexible business rules.

AIcontent moderationdeep learning
0 likes · 14 min read
AI-Driven Video Quality Evaluation and Machine Filtering for Short Videos at Youku
iQIYI Technical Product Team
iQIYI Technical Product Team
Jan 25, 2019 · Artificial Intelligence

Multimodal Video Quality Assessment Models for Short Video Platforms

The paper presents an integrated multimodal quality assessment system for short‑video platforms that evaluates cover images, video content, and accompanying text using deep‑learning and handcrafted features—combining ResNet‑50, NetVLAD, TSN, VGGish, and XGBoost—to improve user experience, recommendation accuracy, and operational efficiency, with plans for optimization and modular deployment.

Recommendation systemsText Classificationdeep learning
0 likes · 11 min read
Multimodal Video Quality Assessment Models for Short Video Platforms
360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Jun 16, 2017 · Artificial Intelligence

How We Built an Automated Video Quality Monitoring System with Machine Learning

This article details the design and implementation of a live‑stream video quality monitoring platform that combines subjective labeling, machine‑learning models, and a multi‑layer architecture to automatically evaluate and alert on video quality across thousands of streams.

Live StreamingMonitoringSVM
0 likes · 10 min read
How We Built an Automated Video Quality Monitoring System with Machine Learning
Architecture Digest
Architecture Digest
Nov 17, 2016 · Fundamentals

Video Live Streaming Quality Issues, Evaluation Methods, and System Design

This article examines common video live‑streaming quality problems, explains their causes, describes both subjective and objective evaluation methods—including FR, NR, and RR metrics—and outlines a practical system for building and conducting comprehensive video quality assessments.

Live StreamingVideo Encodingobjective metrics
0 likes · 16 min read
Video Live Streaming Quality Issues, Evaluation Methods, and System Design