Pith Number

pith:LP3PZTMI

pith:2026:LP3PZTMIJI45VFZQLBQC3KE47D

not attested not anchored not stored refs resolved

Pattern-Enhanced RT-DETR for Multi-Class Battery Detection

Enyuan Hu, Xu Zhong

PaQ-RT-DETR adds pattern-based dynamic query generation to RT-DETR and raises multi-class battery detection mAP@50 to 0.782.

arxiv:2605.13670 v1 · 2026-05-13 · cs.CV

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\pithnumber{LP3PZTMIJI45VFZQLBQC3KE47D}

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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.

Claims

C1strongest claim

PaQ-RT-DETR-X achieves the highest overall mAP@50 of 0.782, surpassing RT-DETR-X by +2.8% with consistent per-class gains across all six battery categories including the data-scarce Bike Battery class.

C2weakest assumption

That introducing pattern-based dynamic query generation into RT-DETR reliably alleviates query activation imbalance and produces the reported gains without hidden costs or dataset-specific artifacts.

C3one line summary

PaQ-RT-DETR adds pattern-based dynamic query generation to RT-DETR, reaching 0.782 mAP@50 on 8591 battery images and beating RT-DETR-X by 2.8% across six classes.

References

13 extracted · 13 resolved · 0 Pith anchors

[1] Lithium-ion battery recycling—overview of techniques and trends, 2022

[2] G. Jocher, A. Chaurasia, and J. Qiu, “Ultralytics YOLOv8,” https: //github.com/ultralytics/ultralytics, 2023 2023

[3] Ultralytics, “YOLO11,” https://github.com/ultralytics/ultralytics, 2024 2024

[4] End-to-end object detection with transform- ers, 2020

[5] DINO: DETR with improved denoising anchor boxes for end-to-end object detection, 2023

Formal links

2 machine-checked theorem links

Receipt and verification

First computed	2026-05-18T02:44:17.183129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bf6fccd884a39da973058602da89cf8ff3e3500ac4c11ddefa4b34bf0cb3a9b

Aliases

arxiv: 2605.13670 · arxiv_version: 2605.13670v1 · doi: 10.48550/arxiv.2605.13670 · pith_short_12: LP3PZTMIJI45 · pith_short_16: LP3PZTMIJI45VFZQ · pith_short_8: LP3PZTMI

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/LP3PZTMIJI45VFZQLBQC3KE47D \
  | 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: 5bf6fccd884a39da973058602da89cf8ff3e3500ac4c11ddefa4b34bf0cb3a9b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d33a2212e08defceac1010723c653fcb3738463bfcfc948b7b0842ed8b9d53ff",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-13T15:29:52Z",
    "title_canon_sha256": "c3f6a6ea3b1124d8f11bbc0d8ce9070edbc6b751663cb8f4eb26ba367983981e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.13670",
    "kind": "arxiv",
    "version": 1
  }
}