Pith Number

pith:HCPJE4IA

pith:2026:HCPJE4IAYS7NW3P3WPUFALREO6

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Evaluation of Convolutional and Transformer-Based Detectors for Weed Detection in Tomato Plantations

Alcides Toledo Espinosa, \'Angel Eduardo Zamora-Su\'arez, Gerardo Antonio \'Alvarez Hern\'andez, Juan Irving V\'asquez, Miguel Bola\~nos

CNN-based detectors deliver comparable weed detection accuracy to transformers but at far lower computational cost.

arxiv:2605.00908 v2 · 2026-04-29 · cs.CV

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\pithnumber{HCPJE4IAYS7NW3P3WPUFALREO6}

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4 Citations open

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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

The results highlight a clear trade-off between efficiency and contextual modeling: CNN-based detectors achieve high performance at a lower computational cost, while transformer-based approaches offer better global context capture at the expense of higher resource demands.

C2weakest assumption

The GROUNDBASED_WEED dataset adequately represents realistic early-weed scenarios in precision agriculture, and the selected models (YOLOv26-nano, RTDETR, RF-DETR) are fair representatives of the convolutional and transformer paradigms.

C3one line summary

CNN-based detectors like YOLOv26-nano deliver high weed detection accuracy at lower computational cost than transformer models like RTDETR and RF-DETR on the GROUNDBASED_WEED dataset.

Receipt and verification

First computed	2026-05-26T01:02:34.473909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

389e927100c4bedb6dfbb3e8502e2477bbaeb3743a6b4166c43602b7a7ad7d48

Aliases

arxiv: 2605.00908 · arxiv_version: 2605.00908v2 · doi: 10.48550/arxiv.2605.00908 · pith_short_12: HCPJE4IAYS7N · pith_short_16: HCPJE4IAYS7NW3P3 · pith_short_8: HCPJE4IA

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/HCPJE4IAYS7NW3P3WPUFALREO6 \
  | 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: 389e927100c4bedb6dfbb3e8502e2477bbaeb3743a6b4166c43602b7a7ad7d48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb21979c30a76512a000d33e58530a4ba1abf88e121e8dfe649375200e10e588",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-04-29T08:23:28Z",
    "title_canon_sha256": "fee1a222b950830c5bb33e95edb32ee689c88758e548cc37c5861c45c94adb5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.00908",
    "kind": "arxiv",
    "version": 2
  }
}