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TL;DR – due to poor planning on my part in my sandbox-esque game, a party of four Level 5s (fighter, warlock, non-healer bard, wizard) is about to wander into a high level situation and I’d like them to not die while still letting them accomplish something.

Here’s the situation.

The party recently emerged from the Feywild to find that two months had passed on the outside. They ended up near the capital city. Okay, cool. I prepare some rumors they can dig up so they can help find out what they missed. One character in particular has a lot of backstory in the capital, so we hashed out some of the relevant NPCs.

In an attempt to set up and highlight how tensions are escalating in the kingdom with the threat of war on the horizon, as well as to set up an NPC Big Bad later, I let them find out that some people around the capital have been “disappearing” on order of the Queen’s Spymaster because they were suspected of being spies for the enemy empire. The Queen herself has been rumored to be ill and has definitely become hard to get a hold of. One of the NPCs who disappeared was one of a character’s school friends, who we’d hashed out the existence of between sessions.

Now, these disappearances were all on trumped up charges. The character who’d spent the most time in the capital actually is a spy for the enemy empire and would know this. She was adamant – and correctly so – that her friend was innocent.

What I expected to happen – and this is on me – was that they’d hear that the second most powerful person in the kingdom had a direct hand in these events and get out of town. The entire group is Level 5. I expected this entire setup to be set dressing for stuff they’d deal with later. It’s not like they don’t have a lot of side quests and leads to chase down elsewhere.

Instead, they resolved to do whatever they could to rescue this girl and get to the bottom of the situation.

Here’s what I know that they have no feasible way to find out at this point:

  • The Queen’s Spymaster has defected – she’s orchestrating events to deliberately try and undercut faith in the government as well as generally sow chaos
  • She’s not operating in the good faith the group assumes she is. This is not an innocent mistake or paranoia they can assuage.
  • The Queen’s Spymaster is actually one of the six heroes of long ago legend and is thus a Level 15 assassin living in secret.
  • The Queen herself is not even in the city at this time, and (as a high level sorcerer) she’s left a simulacrum in her place to help allay suspicion.
  • The group has rolled really badly on Perception checks to see if they’re being tailed and they are, in fact, being intermittently tailed.

    I don’t want to punish them for jumping in to this plot with both feet. I don’t want to stonewall them from finding this missing girl since they’re super invested in doing so, and they know she’s still in the city.

How can I help arrange things so they have a chance of succeeding while still putting them in a reasonable amount of danger?

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Image segmentation of a high resolution 2D binary image into clusters, threads and points

I use python3 to find out the proportion of the mentioned image features. They are originally 8-bit greyscale TIFF images with a resolution of 2048×2168 pixels. I have binarised it into an image composing of the matrix (white) and component particles (black). The particles have random morphologies. I would like to widely categorise them as:

  • Points which can range between 1×1 to 3×3 blocks of independent square pixels completely surrounded by the matrix
  • Threads which are linear or diagonal sets of continuous pixels of at least 3 pixels in length and at most 3 pixels in width
  • Clusters which are any randomly shaped closed morphologies with more than 10 pixels in overall area (or any arbitrary high value)
  • Others which by any chance is not included the three listed above

Here is an Example(400×400) portion of the image.

First of all, I am confused about the order of progress in this situation. I could scan the whole image pixel by pixel and extract the points in my first step. A second scanning can see for threads and final scanning can look for clusters using boundary tracing.

As you can see, the component is spread in a very uneven manner. To a human eye, the threads appear as blocks with very low aspect ration (AR). Points as noises and clusters as blocks of distinguishable larger areas. Therefore the accuracy level of this classification scheme does not needfully be a high score. The objective, however, is minimal user interaction (fully automatic). One another thing to note is that holes within clusters or threads (that does not break it) can be ignored. The ultimate aim is to get the area percentage of each of the objects so that the detection method can be limited keeping it in mind.

Some specific questions:

  1. Let us say that I identify a large cluster of pixels within the image. How can I split this into a surface (high AR) and thread (low AR)? (something similar to Watershed Algorithm)
  2. Should I go for the OpenCV contouring method like Border Following or border tracing (and later ignoring the holes) or something more suitable
  3. I was curious to know if there have been approaches in the past that used random sampling of pixels instead of a pixel by pixel scanning across the entire image.

I would like to know the steps a computer scientist would follow in such a scenario. I am a beginner in image processing and any reference material would be appreciated. For anybody interested in metallography, the images are micrographs and what we see are defects. I am trying to separate cracks, porosities and other openings based on pixel density.

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