本文提出了 RCG(Rpresentation Conditioned image Generation),RCG 由三部分组成:一个预训练的自监督图像编码器、一个表征生成器和一个像素生成器。详细介绍如下: 图像编码器:RCG 使用了 moco-v3 作为图像编码器,将图像分布(image distribution)映射到表征分布(representation distribution)。表征分布需要具有两个特点:易...
它也非常接近“上限”,该“上限”以像素生成期间 ImageNet 真实图像的 Oracle 表示为条件,证明了 RDM 在生成真实 SSL 表示方面的有效性。 自调节图像生成方面的先前工作主要集中于将图像分类为表示空间内的簇,使用这些簇作为伪类调节[3,34,40]。我们还评估了这种基于聚类的调节在 RCG 中的性能,在 Moco v3 ViT-...
self-supervised learning (SSL) 缩小了和监督学习的性能差,受此启发,本文提出 self-conditioned image generation,不同于传统的无条件生成,不是直接从噪声到图片,而是多了个中间的表征。 作者认为自条件图片生成有如下重要作用: 比无条件图片生成更符合直觉,反映了艺术家在作画之前的构思过程 类似超越了监督学习的无...
To address this limitation, we propose a novel paradigm called image-conditioned layout generation, which aims to add text overlays to an image in a semantically coherent manner. Specifically, we introduce the Image-Conditioned Variational Transformer (ICVT) that autoregressively generates diverse ...
1 Text-conditioned synthesis of medical images. Samples were created by prompting a fine-tuned model using annotations made by ophthalmologists and radiologists. Extended Data Fig. 2 AI-based EGFR mutation prediction and its effect on progression-free survival (PFS) rates of advanced lung cancer ...
1 Text-conditioned synthesis of medical images. Samples were created by prompting a fine-tuned model using annotations made by ophthalmologists and radiologists. Extended Data Fig. 2 AI-based EGFR mutation prediction and its effect on progression-free survival (PFS) rates of advanced lung cancer ...
The buildx machine creation is properly conditioned and includes platform specifications. 29-32: LGTM: Secure build workflow. Good separation of concerns between regular and secure builds. The secure build properly inherits from buildx-machine target. 3-6: Verify platform compatibility. The DEFAULT_...
NS is a temperamental dimension that refers to the initiation of appetitive approach in response to novelty, approach to signals of reward,active avoidanceof conditioned signals of punishment, and skilled escape from unconditioned punishment.
Why are we conditioned to fear our own power in the first place by our parents? Well, it’s not only because they may have been mentally/emotionally immature – it’s also because they’respiritually disconnected.In other words, they’ve lost touch with their own souls. ...
Self-conditioned Image Generation via Generating Representations 单位:MIT, Meta(何恺明) 代码:github.com/LTH14/rcg 论文:arxiv.org/abs/2312.0370 本文提出了表示条件图像生成(RCG):一种简单而有效的图像生成框架,为类无条件图像生成树立了新的基准。 RCG 不以任何人工注释为条件。相反,它以自监督表示分布为条件...