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Ok, so, EDGS ( Let me share some testing insight about this work. Works well on front-facing video (now I know why they emphasize this), extracted a few views and matched with colmap, and trained very fast with dense initialization. If it's dense view, I tested with my existing... show more

Chris make some 3D scans

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15,100 Aufrufe • vor 1 Jahr •via X (Twitter)

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Colmap 4.0 was very recently released, so it inspired me to do some work to better understand it and its new capabilities with Rerun. I want to really understand how Colmap, and in particular, pycolmap, works outside of just calling it via the CLI. So my goal is to use the low-level pycolmap API to log every part of the pipeline. The explicit goal is to have an alternative to the SQLite database that I can utilize. Instead of SQLite, I want to try logging everything directly to rerun and use RRD. This means I can have deep inspectability and still save the features/matches/2D view geometry, but be able to view it directly in rerun. I think this is one of the superpowers that rerun provides; data and visualizations are deeply integrated. As I'm often working with sequential data (videos), I'm going to specifically focus on four things: 1. Monocular Video Simple: Calls high-level APIs such as pycolmap.extract_features, pycolmap.match_sequential, pycolmap.incremental_mapping. These are basically identical to the CLI options and provide a good baseline. 2. Monocular Video Streamed: Take the above high-level APIs and break them down to their iterator version, logging each component in a streamed manner. This way, I can stream the intermediate features to rerun while the extraction/matching/mapping is happening. 3. Rig with unknown calibration: <- WHAT THE VIDEO SHOWS This is probably the most interesting version and the first one I've been working on. It allows one to set a rig between known sensors, such as in VR/AR devices, leading to much better reconstructions with multiple cameras. This is the case where we don't know the calibration a priori, so we have to run a reconstruction twice: once as a normal Colmap reconstruction with no rig constraints, use this to generate the constraints, and then do it again with the newly found rig. 4. Rig with known calibration: This is the RoboCap example, where we have a pre-calibrated set of sensors, so we don't need to run the two reconstructions and also gain better matching between cameras, both spatially and temporally. Again, this leads to a much better reconstruction! Along with all this, GLOMAP has become a first-class global mapper, making it super easy to use directly within pycolmap! I'm excited to do more with this and compare it to things like pycuvslam, vipe, and other alternatives.

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Pablo Vela

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What I deserve. Latex sleepsack and long and intensive breath play. If you hear me screaming and see me moving a lot is because the Dom is playing with the electro plug in my ass increasing more the intensity but very fast. Next time it will be better put a gag in my mouth 🙂

What I deserve. Latex sleepsack and long and intensive breath play. If you hear me screaming and see me moving a lot is because the Dom is playing with the electro plug in my ass increasing more the intensity but very fast. Next time it will be better put a gag in my mouth 🙂

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HTML Artifacts are a big part of how I work with agents now. Artifacts can be more than just static files. When combined with agents, they can take action or help you take action. This unlocks all kinds of interesting ways to work with agents. This is clearly the future. Check out this writing and scheduler artifact I built in a few minutes. It uses a bit of HTML and JS. All the data is in markdown (Obsidian vaults), so the agent can access and modify it at any time. No DB needed. No sophisticated functionalities. The agent decides all that for me based on the skills, context, and memory it has access to. The best part about this simple stack is that all the important information stays with me. This has allowed me to build a recursive self-improving system and automations that can better tap into coding agents like Codex or Claude Code. I could have paid or built an entire app for scheduling posts, and there are so many of them out there. But I don't need to. I've realized a simple artifact does the job. And the simplicity of it is actually an advantage. Very little maintenance for very high returns on personalization, time, and efficiency. The other benefit of this is that I can add features as I please. That level of personalization feels magical, and we should all be pursuing more of it. All of this just keeps compounding. Of course, this example is just about writing. But I have similar artifacts for research, design, experimentation, evaluation, and so much more. And no, I didn't actually publish the post example I shared in the clip. It was just for demonstration purposes. I actually spend more time than this when writing together with agents. Lastly, having built my own agent orchestrator tool has made me realize that simplifying the tool stack is a superpower. If you are curious about how all this works, I will do a live session next week:

elvis

18,374 Aufrufe • vor 3 Monaten

Seedance 2.5 launched today. But it fairly disappointed me. In terms of the realistic side, I know it's doing very good! But for the anime side, it's a true regression. The model has an insane amount of noise that is literally so weird. Fast-paced actions feel like paintings, not true anime anymore. I don't know what happened with the training of this model, but in terms of anime, it became a true regression. There is better camera work on 2.5! That's for sure, but the quality took a heavy, heavy hit (art style as well). I hope Dreamina AI sees this. But a fix is needed because anime is totally broken on this model at the current moment.

Seedance 2.5 launched today. But it fairly disappointed me. In terms of the realistic side, I know it's doing very good! But for the anime side, it's a true regression. The model has an insane amount of noise that is literally so weird. Fast-paced actions feel like paintings, not true anime anymore. I don't know what happened with the training of this model, but in terms of anime, it became a true regression. There is better camera work on 2.5! That's for sure, but the quality took a heavy, heavy hit (art style as well). I hope Dreamina AI sees this. But a fix is needed because anime is totally broken on this model at the current moment.

Zey

14,356 Aufrufe • vor 20 Tagen

I really want to talk to you about self-confidence with this short video as well as the importance we give to the way people look at us. It may seem silly, but do you see this very simple example that you've never seen me talk to you in a story? Why? Because I have this deep feeling that if I start talking to you, you will abandon me because the myth that is built, even involuntarily, will be destroyed. I would love to talk to you, but it really scares me. The ironic thing is that for me, it's less frightening to show you a bit of skin than to address you with words. Sometimes we really do lose our minds...

I really want to talk to you about self-confidence with this short video as well as the importance we give to the way people look at us. It may seem silly, but do you see this very simple example that you've never seen me talk to you in a story? Why? Because I have this deep feeling that if I start talking to you, you will abandon me because the myth that is built, even involuntarily, will be destroyed. I would love to talk to you, but it really scares me. The ironic thing is that for me, it's less frightening to show you a bit of skin than to address you with words. Sometimes we really do lose our minds...

Wildy Caro

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If you think pre season is a joke then you have no idea how difficult it is for players to stay in shape and most of this training are connected to how the team wants to play during the season. This is what the first few days in the pre season looks like and medicals like blood test, flexibility check, mobility test, VO2Max test, and the heart test to see if the heart is healthy. My personal view on pre season test is that I hated the VO2Max test and if you are not fit enough the pass the test which usually last for just 15 minutes. When I was at Vitesse Arnhem and Red star Belgrade my medicals took 3days to be completed and it was the longest I ever had. If you don't take your off season trainings seriously you will be exposed on the first day of pre season test and you will be in trouble with the coach.

If you think pre season is a joke then you have no idea how difficult it is for players to stay in shape and most of this training are connected to how the team wants to play during the season. This is what the first few days in the pre season looks like and medicals like blood test, flexibility check, mobility test, VO2Max test, and the heart test to see if the heart is healthy. My personal view on pre season test is that I hated the VO2Max test and if you are not fit enough the pass the test which usually last for just 15 minutes. When I was at Vitesse Arnhem and Red star Belgrade my medicals took 3days to be completed and it was the longest I ever had. If you don't take your off season trainings seriously you will be exposed on the first day of pre season test and you will be in trouble with the coach.

Abiola Dauda

205,330 Aufrufe • vor 21 Tagen