Eccv Writing Style

ECCV Writing Style

Use this while drafting or compressing an ECCV manuscript. The defining constraint is the format: LNCS single-column, 14 pages including figures and tables, references-only pages after that. This is a different craft from the two-column CVF page — more words per page, cheaper full-width figures, costlier white space — and the template changed after 2024, so write in the current kit from day one.

Spending 14 single-column pages

The inclusion of figures in the limit is the discipline lever: each figure must either carry an argument (teaser, method overview, failure modes) or compress one (results curves). Decorative variants go to the supplement.

First-page architecture

An ECCV first page must work for the adjacent-niche reviewer (see eccv-review-process): by the end of page 1 a non-specialist should be able to say what input becomes what output, why current methods fail at it, and what single idea fixes it.

• Teaser figure: input → output with one baseline failure alongside, captioned so it is understandable without the body text.
• Contribution list: two or three bullets, each falsifiable ("we show X improves Y by Z on W"), none of them "extensive experiments".
• Name the setting precisely (supervised? zero-shot? per-scene?) — mixed panels misfile vague papers into the wrong baseline universe.

LNCS mechanics that bite

• Springer's numbered-citation style makes "[23] showed" unreadable; write "Author et al. [23] showed" so prose survives the bibliography.
• \subsubsection depth is where LNCS headings stop looking like headings; restructure rather than nest.
• Single-column tables tolerate more columns than two-column CVF tables — merge your ablation grids instead of stacking small tables.
• Keep the references-only rule literal: nothing but bibliography beyond the limit — a stray appendix line on page 15 is a compliance failure.

Claim phrasing sized for the rebuttal

Every headline sentence should be defensible in two rebuttal lines later:

Fragile:  "Our method significantly outperforms all prior work."
Sized:    "On <benchmark vX>, our method improves <metric> by <d> over
           <strongest baseline> under matched <backbone/training data>."
Fragile:  "generalizes to arbitrary scenes"
Sized:    "generalizes across the N categories of <dataset>; unseen
           domains are evaluated in Sec. 5.4 and remain open"

Scope every superlative to benchmark + protocol + substrate. In a foundation-model era, unmatched pretraining data is the first rebuttal attack surface — declare the substrate in the claim itself.

Revision passes, in order

1. Argument pass: does each section answer the previous one's open question?
2. Figure pass: captions self-contained; every figure referenced; each earns its page share against the 14-page count.
3. Claim pass: apply the sizing patterns above to abstract, intro, and conclusion — the three places reviewers quote from.
4. Anonymity pass: self-citations in third person, no repo links, no acknowledgements.
5. Template pass: current-cycle kit, margins untouched, references-only overflow.

Output format

[Style verdict] submit-ready / restructure / compress / re-scope claims
[Page ledger] <section -> pages vs budget, figure share>
[First-page test] <what an adjacent-niche reader retains, or fails to>
[Fragile claims] <sentence -> sized rewrite>
[Pass order] <which of the five passes remain>

Source: brycewang-stanford/Awesome-Journal-Skills → ECCV-Skills/skills/eccv-writing-style/SKILL.md