AI can guess 3D objects and how it moves

plus the future of AI businesses

Hey everyone! Wow, I'm genuinely stuck with what to say here today. I wanted to make a Turkey/Thanksgiving reference, a joke, even. But I just kept drawing a blank. So instead of stuffing anything in here, let's get to it.

šŸ˜

šŸ¤Œ Ben's Picks

  • Meta AI presents CICERO ā€” the first AI to achieve human-level performance in Diplomacy, a strategy game. Basically, AI strategically plans world conquest, negotiating with humans and then betraying them. Cool. Cool. Cool. Cool. Cool. AI is just a toy, right?! (link)

  • I like pretty much anything Steph Smith does, so itā€™s no surprise that her podcast interview ā€œThe Future Of A.I. Businesses With Steph Smithā€ is something I recommend listening to/watching. She is always on top of trends and interesting opportunities. Steph is a podcast host at a16z and talks about bringing AI into the workflow (see, thereā€™s a theme with smart people - work WITH the tools). My personal opinion is that using AI for [insert anything here] is basically like a designer using Photoshop. Itā€™s a tool to get a better output than you could without it. (link)

  • MagicPony learns a function that can estimate the 3D shape, articulation, viewpoint, texture, and lighting of an articulated animal like a horse, given a single test image. The method is trained purely from in-the-wild single-view images of the object category, with minimal assumptions about the topology of deformation. (link)

šŸ› ļø Cool Tools

  • Heyy - Create your own AI-generated avatar model, without code. (link)

  • PixelVibe - Find high-quality, curated AI-generated stock images. (link)

  • SciSpace - Your AI assistant to discover and understand research papers. (link)

  • RecruitingEmails.ai - Make your cold emails a lot warmer with highly personalized, exciting copy powered by AI and GPT-3. (link)

  • Cover Letter Writer - Use AI to personalize your letter of motivation based on the company's needs. (link)

  • Boolpic - An AI-powered toolkit transforming your pictures in seconds. (link)

šŸ‘‹ Too many links?! I created a database for all links mentioned in these emails. Refer 1 friend using this link and I'll send over the link database.

šŸ”¬ Research

  • A new approach to 3D inpainting that addresses the challenges of view consistency and geometric validity. The proposed method uses a perceptual optimization-based approach that leverages learned 2D image inpainters. (link)

  • HyperTuning uses a hypermodel to generate task-specific parameters for a fixed downstream model. (link)

  • Never Ending Visual-classification Stream (NEVIS'22) is a benchmark consisting of a stream of over 100 visual classification tasks. (link)

  • ConCoRD can be used to boost the consistency and accuracy of pre-trained NLP models. (link)

  • Exact Diffusion Inversion via Coupled Transformations (EDICT) is a new method for inverting denoising diffusion models (DDMs) to produce an input image from a noise vector. It is more stable than the state-of-the-art approach, which is based on local linearization assumptions. (link)

  • SinDiffusion is a method for generating photorealistic and diverse images from a single image. The method is based on two core designs: training with a single model at a single scale, and identifying that a patch-level receptive field of the diffusion network is crucial and effective for capturing the image's patch statistics. (link)

  • A new text-to-image benchmark that contains a suite of thirty-two tasks over multiple applications that capture a model's ability to handle different features of a text prompt. (link)

  • Videogenic - extracting highlight moments out of videos by converting long-form videos into engaging short-form highlights. (link)

  • DiffDreamer - generating long-range novel views. The DiffDreamer framework is unsupervised and is able to synthesize views depicting a long camera trajectory while only training on internet-collected images of nature scenes. (link)

  • Real-time synthesizing of talking portraits. (link)

  • EVA is the first open-sourced billion-scale vision foundation model that achieves state-of-the-art performance on a broad range of downstream tasks. (link)

šŸ¤“ Everything else

  • Hugging Face recently added materials to their Depth Estimation task. Depth estimation is the task of predicting the depth of the objects present in an image. (link)

  • I put together a thread of the best AI threads Iā€™ve found on Twitter. Yeah, itā€™s meta. (link)

  • A generative AI prototype for 3D models and scenes built in 2 weeks using only 8,000 models. Thereā€™s a huge need for 3D generation but there are also problems to overcome. Physna, a 3D search and analysis company, did this research to push the boundaries of whatā€™s possible. (link)

  • It looks like folks are moving to their own custom models using Replicate from Astria. (link)

  • Thereā€™s been a lot of chatter about Galactica, Metaā€™s scientific search + generation tool. And we all love reading Albertoā€™s takes donā€™t we (he wrote about GPT-4 rumours). So hereā€™s his not-so-hot take on Galactica. (link). Personally, I think these tools shouldnā€™t be taken as fact, but we need to be able to play and push these things when they come out. Luckily Emad, from StabilityAI, is looking to release an open-source version. (link) Never a dull day in AI!

  • Categories for AI talk: Causal model abstraction & grounding via category theory - by Taco Cohen (link)

  • Discoo Diffusion - Personalized Stable Diffusion with few-shot fine-tuning, create your own Stable Diffusion on a single CPU. (link)

šŸ§‘ā€šŸ’» Who's hiring in AI

VEED.IO - Simple Online Video Editing. VEED is hiring AI / ML engineers to level up its creative toolkit and make it more magical.

Buildspace - where builders, build! They're looking for an ML/AI instructor to build their new course.

šŸ–¼ AI IMAGES OF THE DAY

The Mother F***ing Wizard; Samuel L Jackson as Dumbledore.

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