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Mobile, Video and Web

Live Q&A Session

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Mobile, Video and Web

Rethinking the Video Transcoding Pipeline: How Pre-Filtering Holds the Key to Efficiency and Quality

While video input pre-filtering is not a new concept, it has evolved significantly in recent years. Originally designed to reduce noise and artifacts in low-quality video, pre-filtering techniques have now been adapted for use even on pristine video content. This talk will explore the importance of video input pre-filtering and the specific advantages it can […]
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Mobile, Video and Web

Using Performance signals to improve Video Recommendations

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Mobile, Video and Web

Metrics Driven Obsession with Viewer Experience

Viewer experience is a complex outcome of many competing dimensions, from encoding quality to network performance of the video pipeline. Metrics, like Zero Buffer Rates (ZBR), illuminate the impact of various components in the end-to-end pipeline on the viewer experience. . This talk will explore the essential elements of operational excellence in video infrastructure, working […]
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Mobile, Video and Web

Efficient Segment Anything

EfficientSAM: small but mighty.
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Mobile, Video and Web

Challenges in generated video evaluation

In the past couple of years, the landscape of image and video generation has transformed dramatically. Despite such phenomenal progress, rigorous and holistic evaluation of the generative models continues to suffer. This is primarily due to the multi-faceted and highly subjective nature of the task: the generated image / video should be evaluated not just […]
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Mobile, Video and Web

SAM 2: Segment Anything in Images & Videos

We present Segment Anything Model 2 (SAM 2), a foundation model towards solving promptable visual segmentation in images and videos. We build a data engine, which improves model and data via user interaction, to collect the largest video segmentation dataset to date. Our model is a simple transformer architecture with streaming memory for real-time video […]
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Mobile, Video and Web

Live Q&A Session

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Mobile, Video and Web

On-device Video Playback Upsampling

Various video upsampling technologies are adaptively applied to video playback on mobile clients. The video playback quality are constraint when streamed to the end users mostly due to the device network bandwidth constraints or the low quality in the original content. With these different advanced upsampling technologies on device playback, the streamed video quality are […]
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Mobile, Video and Web

Building Netflix’s New Video Pipeline

An efficient and flexible video processing pipeline is critical for enabling innovation and supporting both our streaming service and studio partners, which is essential for Netflix’s continued success. Over the past few years, we have been rebuilding this pipeline on our next-generation microservice-based platform. In this talk, we will share our journey and learnings with […]
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Mobile, Video and Web

Meta’s AI Translations Inference

In this talk we will show how we implemented a media processing pipeline to perform (autodub / lipsync) media inference at Meta scale. We will focus on the challenges we faced from a media processing / scaling point of view, such as: inference latency and scheduling, voice isolation, media timing/alignment, alternate tracks delivery, instrumentation, model […]
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Mobile, Video and Web

How Captions Enables Anyone To Tell Their Story With Video

At Captions, we believe that anyone can become a video creator, regardless of their experience. This mission presents both product and technical challenges as we bridge the gap between cutting-edge video generation capabilities and a user-friendly experience. In this presentation, we’ll deep dive on Captions and our underlying technical systems. Lastly, we’ll demonstrate how we’re […]
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