Brayan Monroy

Ph.D Student in Computer Science.

Os iusti meditabitur sapientiam
et lingua eius loquetur iudicium;
lex eius in corde ipsius.

[Brayan Monroy @bemc22]

@iScienceLuvr @realchillben

[Brayan Monroy @bemc22]

@WallhackHQ @lauracd2_

[Hanwen Jiang @hanwenjiang1]

Supervised learning has held 3D Vision back for too long.

Meet RayZer — a self-supervised 3D model trained with zero 3D labels:
❌ No supervision of camera & geometry
✅ Just RGB images

And the wild part? RayZer outperforms supervised methods (as 3D labels from COLMAP is noisy)

🌐 Project: https://t.co/YpHJIu0tfs
(1/4)

[Ryohei Sasaki@engineer @rsasaki0109]

[NeurIPS 2025] Pixel-Perfect Depth
https://t.co/PJwnvcDPD9
This work presents Pixel-Perfect Depth, a monocular depth estimation model with pixel-space diffusion transformers. Compared to existing discriminative and generative models, its estimated depth maps can produce high-quality, flying-pixel-free point clouds.

[Turing Post @TheTuringPost]

6 new approaches transforming model thinking:

▪️ Tiny Recursive Models (TRM)
▪️ LaDIR (Latent Diffusion for Iterative Reasoning)
▪️ ETD (encode-think-decode)
▪️ Thinking on the fly
▪️ The Markovian Thinker
▪️ ToTAL (Thought Template Augmented LCLMs)

[Brayan Monroy @bemc22]

@NVIDIAGeForce @maingear GeForce PC Week

[Brayan Monroy @bemc22]

Excited to present #CVPR2025 today!

Curious about self-supervised denoising beyond Gaussian noise? Check out our generalized recorruption approach!

📍Poster #190 🕓 16:00 - 18:00
🧠 Jorge Bacca and @TachellaJulian
📎https://t.co/R68Pm6ZHBD

#CVPR #Denoising #DeepLearning

[Brayan Monroy @bemc22]

Happy to share that our paper GR2R got accepted in @CVPR 2025! 🥳🥳

In this paper, we generalized the recorruption framework for self-supervised image denoising on natural exponential family distributions

arxiv: https://t.co/R68Pm6ZHBD
code: https://t.co/W29cjTiZGB

[Brayan Monroy @bemc22]

I’m excited to share our pre-print of "Generalized Recorrupted-to-Recorrupted: Self-Supervised Learning Beyond Gaussian Noise", in collaboration with @jorgebaccaq and @TachellaJulian.

[Brayan Monroy @bemc22]

@jorgebaccaq @TachellaJulian This paper proposed a strategy to address noisy inverse problems in self-supervised learning scenarios when the images are corrupted by noise from the natural exponential family, (i.e., Gaussian, Poisson, Gamma).
arxiv: https://t.co/R68Pm6ZHBD
code: https://t.co/W29cjTiZGB

[Brayan Monroy @bemc22]

I’m excited to share our pre-print of "Generalized Recorrupted-to-Recorrupted: Self-Supervised Learning Beyond Gaussian Noise", in collaboration with @jorgebaccaq and @TachellaJulian.

[MathMatize Memes @MathMatize]

This

[Peyman Milanfar @docmilanfar]

Reviewer’s evaluation of your argument

[Brayan Monroy @bemc22]

Available on open preview through 19 April 2024: https://t.co/ln5tVg8FWu

[Brayan Monroy @bemc22]

📢 Check out our latest at #ICASSP2024! 🎉 Explore "Deep Plug-and-Play Algorithm for Unsaturated Imaging" where we combine model-based optimization & deep priors, opening new HDR image reconstruction methods from a single capture! Take a look! 🌟

[Prof. Feynman @ProfFeynman]

The job of a scientist is to listen carefully to nature, not to tell nature how to behave.

[Prof. Feynman @ProfFeynman]

The ultimate test of your knowledge is your ability to convey it to another.

[Brayan Monroy @bemc22]

💻 Automated deep-learning framework to measure and track the area and perimeter of chronic wounds 🏥🔢

[Karen Sánchez Q @karensanchez119]

☕️Take a look at our latest paper published in the Computers in Biology and Medicine Journal !! https://t.co/OR4xiRIn4N
@bemc22 @PaulisArguello @jorgebaccaq Claudia C. et al.
#medicalimaging #ai #applicationsofai #chronicwounds #deeplearning #elsevier

[Nathan Benaich @nathanbenaich]

🤓In 2017, Google researchers introduced the Transformer in "Attention is all you need", which took AI by storm.

5 startups were born: @AdeptAILabs (🏦 @airstreet), Inceptive, @NEARProtocol, @CohereAI, CharacterAI.

Only 1/8 authors remain @GoogleAI, another is at @OpenAI.

😉

[Amar D'Adamo @4m4r000]

The history of DSP directly presented by the pioneers! @ieeeICASSP

[Brayan Monroy @bemc22]

@camilaaurreav Ya somos dos ❤️