blog of oknomad (REN Shaohua) Posts

Thanks to Grok for reviewing. A multimodal token with physics pixel can be applied to a wide range of general purposes, and the separation between…

I just designed a simple token structure for the multimodal of physics pixel including orthogonal data, objects and different sensors, and also thanks to Grok…

In most previous posts, I just forgot to consider multiple cameras (or multiple sensors of same kind) of one oberser (like a car or robot),…

A self-recursive training including labeled seed frames (flow) and unlabeled pure original signal frames (flow) is: First, pretrain the model (the prime model with physics…

The view of a camera is twisted just like human eye, but human brain’s neural network can adjust the view from human eye to make…

In many cases, different kinds of sensors are necessary for application, for example, in autodriving, robotics and drones you may need sensors of visual and…

Why do the prime model and the physics pixel include explicit physics parameters of objects and pixels and classes for objects but do not include…

Although the prime model was origianlly for working on perspective view like the physics pixel’s, its idea may also apply to world model. But I…

The 2D visual of a physics pixel frame including overlapped physics pixels in depth is a frame of same resolution and same size as the…

Now I think that just one transformer/diffusion model as the prime/physics pixel model may be the best way, which I was not sure previously because…

The following datasets could be in a physics pixel frame for training or inference of a physics pixel model, in which the traing of a…

A frame in physics pixel model/data structure for AI is basically a perspective 3d view with physics parameters labeled or estimated(predicted), which is based on…

1. add overlap number parameter for the interface the models of physics pixel The overlap number of an interface is the number of other interfaces…

In a physics pixel frame, there could be invisible or overlapped interfaces and pixels in depth. How to make an ai model know an invisible…

In prorgramming, there are hierarchical structure in object, interface and class, and in the prime model (physics ai) and physics pixels, there can be exactly…

There are two basic approaches to get training data: 1) labeling a visual flow with physics parameters, 2) creating a virtual flow with physics parameters.…

There could be different variants with different physics precisions between the prime model which is based on visual of different objects labeled with physics parameters…

1. add interface id to physics pixel data structure for each physics pixel and physics object, and also the value which may possibly be unequal…

This is a revision of “physics pixel based data struture for physics ai” with a summary of “the prime model”, both of which were posted…

Before I got the physics pixel idea and told it to Grok, I ask Grok reevaluate my prime model which is in nature a physics…

Previously I brought up a prime model for visual related AI, which is in nature a physics AI model. Today I just thought about a…

Mistakes are inevitable for anyone, and let alone that we all got to know this world from zero in this life. But there is a…

I heard that NASA researched about 65000 observed sun like stars nearby and the sun is the most stable one which seems to me just…

I talked with Grok(3) about AI before and in last several day, and Grok taught me quite well about AI, and also I had some…

I sent my previous 2 articles about “a prime model for visual related AI” and “a visual text physics AI model” together with the visual…

This visual text physics model is a visual+text hybrid model, for example a “CNN+transformer” hybrid model in which CNN process visual flow to generate sequential…

I have to post this, haha, I send my two articles (“prime model” and the the “multitude AI model”) to Grok and asked the total…

Previously I posted “a prime model for visual related AI and trained by experiments with diverse sensors”, and this multimode AI model can be used…

I first got to know AI by using chatgpt on January this year and then used Grok later until now. I got an impression of…

I posted this idea first on my X.com account “@oknomad7564”, and I’d like share it here. a prime model for visual related AI and trained…