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Depth Anything 3

Method overview: a vanilla DINO transformer with within-view and cross-view attention, then a dual-DPT head for depth, rays, and points.

ByteDance Seed multi-view geometry foundation. Official SOH export route is ported; runner pending. Not the metric-prior card. Apache-2.0 weights.

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Depth Anything 3 (DA3) is ByteDance Seed's geometry foundation: beyond monocular depth it predicts multi-view consistent geometry. This card is the in-tree official SOH export route (DepthAnything3Pipeline). It is not the verified metric prior at depth-anything-v3-prior. Aliases da3 and depth-anything-3 resolve here.

Method overview: a vanilla DINO transformer with within-view and cross-view attention, then a dual-DPT head for depth, rays, and points.
Method overview: a vanilla DINO transformer with within-view and cross-view attention, then a dual-DPT head for depth, rays, and points.

The official paper is on arXiv 2511.10647. Project: depth-anything-3.github.io. Code: ByteDance-Seed/Depth-Anything-3. Weights: depth-anything/DA3-LARGE (apache-2.0).

Status: Runner parity pending. Recipe env / VRAM / artifact rows are unset — inspect with model-show after staging.

Build your run

Pipeline
DepthAnything3Pipelineworldfoundry.pipelines.depth_anything.pipeline_depth_anything_v3
TaskOfficial Soh Export official-soh-export
Runnerworldfoundry.pipeline
Loadingfrom_pretrained
Invocationnative_or_standard_invocation
worldfoundry-eval run \
  depth-anything-v3 \
  --pipeline.task-profile official-soh-export \
  --json

What it is for

Full DA3 SOH export. Need only metric depth? Use the prior sibling.

Launch worldfoundry-eval run depth-anything-v3 with --pipeline.task-profile official-soh-export.

Runtime contract

Required: input_path; optional: export_format, process_res, process_res_method, max_frames, frame_stride, and infer_gs.

KnobDefault
input_pathbundled SOH example under data/test_cases/depth_anything_v3/examples/SOH
export_formatmini_npz
process_res504
process_res_methodupper_bound_resize
max_frames2
frame_stride1
infer_gsfalse

Run in WorldFoundry

Status: Runner parity pending. Stage weights locally — the runtime does not download them. Run worldfoundry-eval run depth-anything-v3 with --pipeline.task-profile official-soh-export. Catalog VRAM is unset.