Pith Number

pith:ZF22POCL

pith:2023:ZF22POCLFCVO6VGZULASGEXOKV

not attested not anchored not stored refs pending

Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook

Anke Schmeink, Dorit Merhof, Kadir Yilmaz, Michael H\"uttemann, Moein Heidary, Reza Azad, Sanaz Karimijafarbigloo, Yuli Wu

arxiv:2312.05391 v1 · 2023-12-08 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZF22POCLFCVO6VGZULASGEXOKV}

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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

8 papers in Pith

A drone-based framework for coral habitat mapping via weakly supervised segmentation

Mapping Tomato Cropping Systems in California Using AlphaEarth Geospatial Embeddings and Deep Learning Analysis

AG-TAL: Anatomically-Guided Topology-Aware Loss for Multiclass Segmentation of the Circle of Willis Using Large-Scale Multi-Center Datasets

MonoUNet: A Robust Tiny Neural Network for Automated Knee Cartilage Segmentation on Point-of-Care Ultrasound Devices

Sapiens2

Receipt and verification

First computed	2026-07-05T07:22:03.789331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c975a7b84b28aaef54d9a2c12312ee55509172fdecfd5598a2f97ba7ddf470f9

Aliases

arxiv: 2312.05391 · arxiv_version: 2312.05391v1 · doi: 10.48550/arxiv.2312.05391 · pith_short_12: ZF22POCLFCVO · pith_short_16: ZF22POCLFCVO6VGZ · pith_short_8: ZF22POCL

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/ZF22POCLFCVO6VGZULASGEXOKV \
  | 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: c975a7b84b28aaef54d9a2c12312ee55509172fdecfd5598a2f97ba7ddf470f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d22b942fe61fb0da6eff9c2388123c159246072bd583992ce5b73b75093e0f0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-08T22:06:05Z",
    "title_canon_sha256": "c07f63ba60d6033446bc136331499ad70912582fe34f42e229736141ad169ee0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05391",
    "kind": "arxiv",
    "version": 1
  }
}