Synchronized video · vision models · live graph · teaching visuals

Visual intelligence lab

Play the source while hands, motion, attention, and the process graph appear on the same clock. Inspect what truly ran, what did not, and how source frames can become focused teaching visuals.

Generated ontology · v1.1.0
64

Nodes

73

Relations

2136

Timecoded overlays

17

Real model artifacts

01 · VIDEO GROUNDING

Play model layers over the source

Choose a process or graph node to seek its evidence moment. Every visible layer declares its model, provenance, and review state. Badges report retained source-time coverage—not the share of frames processed.

No retained model output at this frame · 0:00Frame-accurate: 0:00 · MediaPipe · quality-screened baseline

Current focus

Check the available sizes0:10

AI model result moments

1637 model outputs
Select one and press play to watch generated contours follow the target through tracked sections. Nothing is drawn outside valid model timestamps.

03 · MODEL OUTPUT LEDGER

Model runs and artifacts

See the runtime truth: which model actually ran, how many artifacts it produced, and whether those outputs can be published.

3 Completed17 Artifactshuman review pending
SAM 3.1Meta · segmentation
Runtime needed

CUDA runtime and an approved SAM 3.1 checkpoint are required; neither is available in this local build environment.

facebookresearch/sam3@pinned-before-run0 Artifacts
TAPNext++Google DeepMind · point tracking
Runtime needed

The official tracker environment/checkpoint has not been installed, and this runtime has no CUDA accelerator.

google-deepmind/tapnet@pinned-before-run0 Artifacts
CoTracker3Meta · point tracking
Runtime needed

The official tracker environment/checkpoint has not been installed, and this runtime has no CUDA accelerator.

facebookresearch/co-tracker@pinned-before-run0 Artifacts
DINOv3Meta · correspondence
Runtime needed

DINOv3 is conditional on a demonstrated re-identification failure; its approved weights/runtime are not present locally.

facebookresearch/dinov3@pinned-before-run0 Artifacts
MediaPipe Hand LandmarkerGoogle · hand pose
Completed

Landmarks are analysis previews until a human accepts coverage and identity for each clip; coverage alone cannot validate instructional meaning.

mediapipe-0.10.35:fbc2a30080c31 Artifacts
hand-clip-01.json
RTMPose HandOpenMMLab · hand pose
Runtime needed

A local pose-only screening found one strong result among four manually bounded bare-hand crops and no strong result among four glove crops; one glove skeleton was visibly misleading. Keep this challenger unavailable for publication until detector, full-clip temporal, source-hash and license gates pass.

open-mmlab/mmpose@pinned-before-run0 Artifacts
HaMeR 3D hand meshHaMeR authors · hand mesh
Runtime needed

Selected 3D-mesh challenger for grip geometry and partial occlusion. It requires an external CUDA run plus approved HaMeR checkpoint and MANO-model terms; no mesh output has been produced in this build.

geopavlakos/hamer@pinned-before-run0 Artifacts
Dyn-HaMRDyn-HaMR authors · hand mesh
Not admitted

Technically relevant for temporally consistent 4D interacting-hand motion, but the official code and models are restricted to non-commercial research and also depend on MANO. It is not admitted as a Denso demo dependency.

research-benchmark-only0 Artifacts
YOLOUltralytics · detection
Not admitted

No repeated domain-labelled detection task has been defined; generic boxes would add visual noise without instructional evidence.

not-selected0 Artifacts
SAM 2.1 Hiera TinyMeta · segmentation
Completed

Reviewer- or VLM-proposed keyframes only; masks are not yet propagated through the full clip and remain review-pending.

facebookresearch/sam2@2b90b9f5ceec907a1c18123530e92e794ad901a410 Artifacts
keyframes.jsoncurve-directions-file-mask.pngcurve-fine-workpiece-mask.pngcurve-hammer-file-mask.pngcurve-hammer-workpiece-mask.pngflat-check-straightedge-mask.pngflat-remove-file-reviewed-mask.pngflat-remove-workpiece-reviewed-mask.pngpush-stroke-file-mask.pngpush-stroke-support-hand-mask.png
SAM 2.1 Hiera Tiny video predictorMeta · segmentation
Completed

Reviewer- or VLM-proposed bounded clips only. Start/middle/end identity and drift checks remain review-pending; masks are suppressed outside generated windows.

facebookresearch/sam2@2b90b9f5ceec907a1c18123530e92e794ad901a46 Artifacts
115000-122000-6fps.json143000-155200-6fps.json180000-192500-6fps.json222000-240000-6fps.json270000-278200-6fps.json75500-76500-30fps.json

04 · SOURCE-TO-TEACHING VISUAL

Teaching illustration studio

Compare the source still, structure emphasis, and a teaching composition. Missing masks or generated images remain visibly missing rather than being simulated as model output.

Check the available sizes
File size
Deterministic contour + attention preview

05 · FULL GRAPH EXPLORER

Explore the full process graph

Step outside the live view to inspect the source-specific process, attention, judgment, and evidence layers. The normalized learning structure continues in the Skill map.

Continue with this source

One source, five connected views

Switching views preserves the same source hash across instruction, analysis, skill structure, evidence, and human review.