Gowthami SomepalliinML SummariesDiffusion mini-summaries #2: An Image is Worth One Word: Personalizing Text-to-Image Generation…Textual Inversion: Learn the word for a given subject by optimizing the language encoder which enables us to generate new images of the…3 min read·Jan 10, 2023----
Gowthami SomepalliinML SummariesDiffusion model mini-summaries #1 — DreamBooth: Fine Tuning Text-to-Image Diffusion Models for…DreamBooth: Assign a rare sequence of tokens as the subject’s identifier and fine-tune the diffusion model on the small set of images with…3 min read·Jan 10, 2023----
Gowthami SomepalliinML SummariesMy first in-person conference experience! CVPR 2022Hi there,3 min read·Jul 1, 2022----
Gowthami SomepalliinML SummariesUniversal Adversarial Training — Paper SummaryPaper: Universal Adversarial Training Link: https://ojs.aaai.org/index.php/AAAI/article/view/6017/5873 Authors: Ali Shafahi, Mahyar Najibi…5 min read·Mar 7, 2022----
Gowthami SomepalliinML SummariesWhen Vision Transformers Outperform ResNets without Pre-training or Strong Data Augmentations —…Paper: When Vision Transformers Outperform ResNets without Pre-training or Strong Data Augmentations Link…6 min read·Feb 21, 2022--1--1
Gowthami SomepalliinML SummariesDeep Learning Through the Lens of Example Difficulty — Paper SummaryLink: https://openreview.net/forum?id=fmgYOUahK9 Authors: Robert John Nicholas Baldock, Hartmut Maennel, Behnam Neyshabur Tags: Deep…6 min read·Feb 13, 2022----
Gowthami SomepalliinML SummariesWhy Do Better Loss Functions Lead to Less Transferable Features? — Paper SummaryPaper: Why Do Better Loss Functions Lead to Less Transferable Features? Link: https://openreview.net/forum?id=8twKpG5s8Qh Authors: Simon…4 min read·Feb 7, 2022--2--2
Gowthami SomepalliinML SummariesSLIP: Self-supervision meets Language-Image Pre-training — Paper SummaryPaper: SLIP: Self-supervision meets Language-Image Pre-training Link: https://arxiv.org/abs/2112.12750 Authors: Norman Mu, Alexander…4 min read·Jan 3, 2022----
Gowthami SomepalliinML SummariesSuggest papers or topics to cover!Hi there, If you have a specific topic or paper in mind, please suggest in the following Typeform.1 min read·Dec 19, 2021----
Gowthami SomepalliinML SummariesMLP-Mixer: An all-MLP Architecture for Vision — Paper SummaryPaper: MLP-Mixer: An all-MLP Architecture for Vision Link: https://arxiv.org/abs/2105.01601 Authors: Ilya Tolstikhin, Neil Houlsby…5 min read·Aug 31, 2021----
