Every number and preview on this page comes from the Segment Atlas dataset, and every mesh it measures is a tifxyz folder on the open-data bucket. Both read straight from these URLs, with no account.
https://huggingface.co/datasets/SharpMeow/vesuvius-segment-atlas# pip install huggingface_hub
from huggingface_hub import hf_hub_download, snapshot_download
path = hf_hub_download("SharpMeow/vesuvius-segment-atlas", "atlas.jsonl", repo_type="dataset") # one file, cached
folder = snapshot_download("SharpMeow/vesuvius-segment-atlas", repo_type="dataset")# pip install datasets
from datasets import load_dataset
default = load_dataset("SharpMeow/vesuvius-segment-atlas", "default", split="train")# pip install pandas huggingface_hub
import pandas as pd
df = pd.read_json("hf://datasets/SharpMeow/vesuvius-segment-atlas/atlas.jsonl", lines=True)pip install -U huggingface_hub
hf download SharpMeow/vesuvius-segment-atlas atlas.jsonl --repo-type dataset --local-dir vesuvius-segment-atlascurl -L -O https://huggingface.co/datasets/SharpMeow/vesuvius-segment-atlas/resolve/main/atlas.jsonlhttps://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0009B/segments/20250510172639/mesh/20250510172639-on-20250521125136-8.64um.tifxyz# pip install numpy tifffile
import io, json, urllib.request
import numpy as np, tifffile
T = "https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0009B/segments/20250510172639/mesh/20250510172639-on-20250521125136-8.64um.tifxyz"
meta = json.load(urllib.request.urlopen(T + "/meta.json")) # scale, bbox, format
get = lambda c: tifffile.imread(io.BytesIO(urllib.request.urlopen(f"{T}/{c}.tif").read()))
xyz = np.stack([get(c) for c in "xyz"], -1) # xyz[i, j] = (x, y, z) in scan voxels; -1 = no surfacehttps://sharpmeow-segment-lens.hf.space/The whole atlas as one CSV: https://huggingface.co/datasets/SharpMeow/vesuvius-segment-atlas/resolve/main/atlas.csv
API and MCP for agents (list_scrolls, list_segments, get_segment, segment_picture): https://sharpmeow-segment-lens.hf.space/agents/
Page source: https://github.com/ChaseHendrick/Scrolls/tree/main/spaces/segment-lens