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learnc: fit the constants in existing C code to data (9.1% smaller JPEGs, +4.9 F1 on WebRTC VAD) [P]

Reddit r/MachineLearning ↗ · 2026-10-12

learnc 是一个工具,可在不修改 C 代码的情况下,针对用户编写的 C 评分函数自动调优代码中的命名常量,并在保持代码不变的情况下写回新值;在 JPEG 上实现 9.1% BD-rate 压缩提升,在 WebRTC VAD 上 F1 从 0.810 提升至 0.859。

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ZK-JPEG: Zero-Knowledge Image Editing and Compression

Hacker News Top ↗ · 2026-09-19 Cached

The paper introduces ZK-JPEG, a zero-knowledge cryptographic tool for image compression and editing that verifies transformations while maintaining privacy, useful for combating deep fakes and ensuring image provenance.

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Why Tiny JPEGs Look Different in Chrome

Hacker News Top ↗ · 2026-08-12 Cached

The article explains why tiny JPEGs can look different in Chrome compared to other browsers, due to a JPEG decoding optimization that skips high-frequency DCT coefficients during heavy downscaling.

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How JPEG works: Interactively explore JPEG's lossy compression methods

Hacker News Top ↗ · 2026-07-27 Cached

An interactive article explaining how JPEG lossy compression works, covering color space conversion, frequency domain, quantization, and encoding steps.

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Appreciating Exif

Hacker News Top ↗ · 2026-06-09 Cached

A detailed technical guide explaining Exif metadata structure, how it is stored in JPEG and other image formats, and practical considerations for developers working with image pixel data.

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#jpeg

SEAOTTER: Sensor Embedded Autoencoding with One-Time Transcode for Efficient Reconstruction

Hugging Face Daily Papers ↗ · 2026-06-02 Cached

Introduces SEAOTTER, a compression framework for cloud robotics that combines learned latent representations with standard JPEG compatibility, achieving faster encoding/decoding and higher accuracy at extreme compression ratios.

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