A | S Korea-Vietnam-economic tiesS. Korea, Vietnam vow stronger ties in cutting-edge sectors, building on FTA SEOUL, Aug. 26 (Yonhap) -- South Korea and Vietnam vowed to further bolster economic exchanges with the goal of increasing bilateral trade to US$150 billion by 2030 and strengthening supply chain cooperation, Seoul's industry ministry said Wednesday. The two countries made the pledge during meetings of their joint industrial cooperation free trade agreement committees in Seoul, according to the Ministry of Trade, Industry and Resources. During the meetings, Industry Minister Kim Jung-kwan and his Vietnamese counterpart, Le Manh Hung, discussed ways to achieve the 2030 target and vowed to make progress in quarantine negotiations on Vietnamese lychees and passion fruit and South Korean tangerines and kiwifruit. Bilateral trade between South Korea and Vietnam was estimated at $94.6 billion in 2025, with the volume reaching $62.4 billion over the January-June period this year. This illustration depicts trade with Vietnam. (Yonhap)The two countries agreed to address challenges faced by South Korean firms operating in Vietnam while accelerating technology exchanges. Vietnam vowed to work closely with its local governments to help South Korean businesses secure local workers, while South Korea agreed to help its firms share advanced technologies with Vietnamese partners. South Korea and Vietnam will seek to ensure the smooth launch of a critical minerals supply chain technology center. The two countries vowed to continue talks on expanding cooperation across the critical minerals supply chain to ensure stable supplies for South Korean firms operating in Vietnam. The ministry said the two countries additionally agreed to pursue long-term cooperation in the energy sector, including the joint stockpiling of crude oil and the establishment of an emergency response mechanism. During the meetings, Korea National Oil Corp. and PetroVietnam Oil Stockpile Ltd. signed a memorandum of understanding to build an oil storage facility in Vietnam. The ministry said the project is expected to lay the foundation for stable oil supply chain cooperation between the two countries and across the Asia-Pacific region. "Since the FTA with Vietnam took effect, bilateral trade has grown by an annual average of 10 percent," Kim said in his opening remarks, raising expectations that the figure could reach $100 billion this year. "We will seek to expand the scope of trade and investment in a future-oriented manner, as Vietnam seeks to move beyond merely attracting investment toward adopting cutting-edge technologies, upgrading local production capabilities and pursuing green and digital transitions," Kim added. [email protected](END)。
B | IT之家 7 月 21 日消息，科技媒体 The Decoder 昨日（7 月 20 日）发布博文，报道称谷歌 DeepMind 发布 GenCeption 模型，将预训练的视频生成器重新用于深度估计和分割等经典计算机视觉任务。
C | IT之家援引博文介绍，大语言模型在学习预测下一个 Token 的时候，在训练过程中往往需要吸收语法、世界知识和上下文关系等内容。 但是在计算机视觉领域，视觉模型缺少等效的训练方法，主要由专业模型主导，包括用于分割的“Segment Anything”和用于深度估计的“Depth Anything”，每个模型都使用其特定的架构。 谷歌 DeepMind 团队为此提出 GenCeption 模型方案，尝试将一个“生成视频”的 AI 模型逆向改造成一个能“理解世界”的视觉分析引擎。 GenCeption 打破了传统计算机视觉“一个任务一个专用模型”的格局，仅凭单一模型就能同时做好深度估计、图像分割、3D 姿态估计、表面法线预测和相机姿态估计等核心视觉任务。
D | GenCeption 基于阿里巴巴开源视频模型通义万相 Wan2.1 系列训练，与传统扩散模型需多步去噪不同，GenCeption 在一次前向传播中完成预测，从而提升视觉任务处理速度。模型通过文本提示指定任务，可输出深度图、表面法线图、分割掩码，并可处理相机运动表示。 训练数据以合成为主。论文称，数据集仅包含 7500 段视频，由 800 个数字人体模型与 200 段动作捕捉序列组合生成，再通过 Blender 在不同背景和镜头角度下渲染。 泛化方面，GenCeption 几乎只在单人合成视频上训练，但可处理真实多人视频，也可迁移到动物和类人机器人类别。论文称，部分输出细节甚至超过训练时 Blender 渲染结果，可保留猫胡须和单根发丝边缘。 性能方面，论文给出两组处理时间数据：小模型处理 81 帧视频约需 6 秒；大模型参数量为 140 亿，处理同样长度视频约需 10 秒。 参考。
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