Pith Number

pith:2L4IJG76

pith:2024:2L4IJG76JVDGA2GEYMQXX5OKIK

not attested not anchored not stored refs pending

What Matters When Repurposing Diffusion Models for General Dense Perception Tasks?

Chengxiang Fan, Chunhua Shen, Guangkai Xu, Hao Chen, Kangyang Xie, Mingyu Liu, Yongtao Ge, Zhiyue Zhao

arxiv:2403.06090 v4 · 2024-03-10 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2L4IJG76JVDGA2GEYMQXX5OKIK}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

9 papers in Pith

DepthMaster: Unified Monocular Depth Estimation for Perspective and Panoramic Images

UniGP: Taming Diffusion Transformer for Prior-Preserved Unified Generation and Perception

MUSE: Unlocking Timestep as Native Task Steering for One-Step Dense Prediction

DepthMaster: Taming Diffusion Models for Monocular Depth Estimation

Ouroboros: Single-step Diffusion Models for Cycle-consistent Forward and Inverse Rendering

Receipt and verification

First computed	2026-07-05T09:42:23.663143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2f8849bfe4d466068c4c3217bf5ca428316f6dcb48c75000d137274c548b24d

Aliases

arxiv: 2403.06090 · arxiv_version: 2403.06090v4 · doi: 10.48550/arxiv.2403.06090 · pith_short_12: 2L4IJG76JVDG · pith_short_16: 2L4IJG76JVDGA2GE · pith_short_8: 2L4IJG76

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/2L4IJG76JVDGA2GEYMQXX5OKIK \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: d2f8849bfe4d466068c4c3217bf5ca428316f6dcb48c75000d137274c548b24d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e19bfc2a02845c4267884c569171f8fbe1860b466cc2f3603f71189b3edd45df",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-10T04:23:24Z",
    "title_canon_sha256": "ffbad15cfcda0154220fd04f47461dfdd8e305ae02f416c8c4809acc79b18dfb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06090",
    "kind": "arxiv",
    "version": 4
  }
}