Datasets:
E3D: End-of-Life Desktop Disassembly Dataset
E3D = End-of-life Desktop Disassembly Dataset.
Status: work in progress (October 2026). Raw captures are being uploaded; annotations are released incrementally as they are verified. Structure, file names and the annotation format may still change before the first tagged release. Licence and citation will be added with the first release; until then the data is provided for inspection only.
What it is
66 end-of-life (EoL) business desktop PCs (Dell OptiPlex / Precision, HP Compaq / EliteDesk / ProDesk / Z, one Lenovo, one Apple G4, one custom build) were disassembled by hand, one step at a time (~2 800 steps in total). After every step four cameras took a picture of the chassis:
| view | camera | image | notes |
|---|---|---|---|
scanner |
structured-light scanner, top-down | 1600 x 1600 PNG, 10 exposures per step (P_0 … P_9) |
the main view: sharpest, no operator occlusion |
oak Camera_1 |
OAK-D Pro, near top-down | 12 MP JPEG + aligned 1280 x 800 PNG + depth (NPY / PNG) + PLY | |
oak Camera_2 |
OAK-D Pro, oblique | same | operator sometimes in view |
realsense |
Intel RealSense, oblique | 1280 x 720 colour + depth + PLY |
Each desktop also has "component" shots (the removed parts laid out on the bench) from the OAK cameras, the RealSense and, for the scanner, a separate all-components scan.
The capture log of every desktop (one row per step: which part was acted on) is included; it is the backbone of the annotation: a step's row names the part that leaves, opens or is unplugged at that step, so frame k shows the state after step k (frame 1 = the untouched machine).
Annotations (incremental)
Annotations are made with a purpose-built tool (reverse-order walk from the empty chassis back to the untouched machine) and consist of, per view and per frame:
- layered instance masks: every part has an amodal shape (the whole part, including what is hidden) and a z-order; the visible mask is the shape minus the layers above it;
- per-step part states (installed / loosened / open / displaced / removed …) derived from the log and corrected by the annotator;
- relations between parts (parent, attached, fastens, socket host, cable) and disassembly precedence constraints;
- visibility labels (visible / partially occluded / occluded by a cable / occluded by an unlabelled object / not visible from this viewpoint / outside the frame);
- vision-language question/answer records derived from the above.
The annotations will be published under annotations/ together with the per-desktop step sequence (the capture log
merged with the verified part states), the capture-to-step mapping and the mask files; the format is described there
when it lands. taxonomy.yaml is the part taxonomy (classes, attributes, states, verbs) used by all annotations.
Layout
README.md
taxonomy.yaml part taxonomy, states and verbs
raw/scanner/<batch>/<batch>/<NN>/RGB<n>1/P_0..P_9.png scanner captures of desktop NN (n = capture number)
raw/scanner/<batch>/<batch>_allcompoentsrgb/... scanner all-components scans
raw/oak/Desktop NN/{Disassemble,Components,Side view,Calibration}/Camera_1|2/NNN/
raw/realsense/Desktop NN/
annotations/ (coming) per-desktop sequences, capture-to-step mapping, masks, relations, VQA
raw/ keeps the folders exactly as the capture rigs wrote them. Capture numbers and step numbers are not always
identical (duplicate shots, a few missed shots); the mapping is part of the annotation release.
Provenance
Captured May–June 2025 at Texas A&M University. The room videos recorded during capture are not included yet; edited clips showing the operator's actions will be added later.
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