Deep Learning on RiverYu's Homehttps://www.ruyaohui.com/tags/deep-learning/Recent content in Deep Learning on RiverYu's HomeRiverYu's Homehttps://www.ruyaohui.com/images/cover.pnghttps://www.ruyaohui.com/images/cover.pngHugo -- 0.152.2zh-cn2026 RiverYu’s Home · Per aspera ad astraTue, 16 Jun 2026 10:00:00 +0800从 RAE 到 Cosmos Tokenizer：生成模型潜空间与 AIGC 视频数字指纹https://www.ruyaohui.com/posts/latent-space-tokenizer-to-aigc-detection/Tue, 16 Jun 2026 10:00:00 +0800https://www.ruyaohui.com/posts/latent-space-tokenizer-to-aigc-detection/梳理 RAE、Causal 3D VAE 及 Cosmos Tokenizer深度学习优化算法系统笔记：从梯度下降到 AdamWhttps://www.ruyaohui.com/posts/deep-learning-optimizers-sgd-to-adamw/Tue, 09 Jun 2026 10:00:00 +0800https://www.ruyaohui.com/posts/deep-learning-optimizers-sgd-to-adamw/SGD、Momentum、RMSProp 到 AdamW编码器 Encoder 笔记：从特征表示到 AIGC 视频检测https://www.ruyaohui.com/posts/encoder-deep-dive-aigc-video-detection/Wed, 03 Jun 2026 10:00:00 +0800https://www.ruyaohui.com/posts/encoder-deep-dive-aigc-video-detection/Encoder 如何从像素层抽象出证据空间，并结合 GRU 与 Normalization 构建鲁棒的视频检测框架。Transformer 数值稳定性、归一化机制与 AIGC 视频检测启发https://www.ruyaohui.com/posts/transformer-stability-to-aigc-video-detection/Thu, 28 May 2026 10:00:00 +0800https://www.ruyaohui.com/posts/transformer-stability-to-aigc-video-detection/跨界迁移到 AIGC 视频检测的课题中想看懂公式https://www.ruyaohui.com/notes/how-to-read-cv-math-formulas/Mon, 27 Apr 2026 10:00:00 +0800https://www.ruyaohui.com/notes/how-to-read-cv-math-formulas/学习数学公式从 ResNet 到 U-Net，再到 ResUNethttps://www.ruyaohui.com/notes/resnet-unet-resunet-explained/Thu, 23 Apr 2026 10:00:00 +0800https://www.ruyaohui.com/notes/resnet-unet-resunet-explained/为什么 U-Net 和 ResNet 看起来很像？Skip Connection 在解决什么问题？