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Wacv related work

Skill brycewang-stanford/Awesome-Journal-Skills/WACV-Skills/skills/wacv-related-work

Use when writing or auditing a WACV related-work section, covering how to position an applications or algorithms contribution against fast-moving vision literature, sibling-venue (CVPR/ICCV/ECCV) and arXiv concurrency, application-domain literature, double-blind self-citation, and verifying that cited "WACV papers" are actually WACV papers.From its SKILL.md

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SKILL.md

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WACV Related Work

Use this to position a WACV paper so reviewers see the gap it fills, not a wall of citations. WACV's applications identity adds a shelf most vision venues underweight — the domain literature — and its two-round model means a thin related-work section is a predictable revision request. Facts are the WACV 2026/2027 cycles as read on 2026-07-09.

The shelves to cover

ShelfWhat it establishesFailure if missing
Vision method lineageWhere your method sits among CV approachesReviewer thinks you reinvented a known method
Sibling-venue recent workAwareness of CVPR/ICCV/ECCV state of the artLooks unaware of the field's frontier
arXiv / concurrent workHonest handling of near-simultaneous resultsAccused of ignoring obvious concurrency
Application-domain literatureThat you understand the real problem (agriculture, medical, robotics)Applications reviewer sees a naive domain model
Your own prior work (anonymized)Continuity without breaking double-blindIdentity leak or apparent self-plagiarism

The domain shelf is what separates a strong WACV applications paper from a generic method with a domain sticker: cite the deployment literature that defines the real constraint, not only the vision papers that share your architecture.

Positioning, not enumeration

Each cited cluster should end in a specific reason it does not already solve your problem — "these run in daylight and lose low-contrast boundaries below 20 lux," not "prior work has limitations." For an Applications-track paper, the gap is usually a constraint no prior system met; for an Algorithms-track paper, it is a mechanism no prior method used.

Concurrency at arXiv speed

For each closely related recent preprint/paper:
  - Same problem, different method?      → contrast approaches; note it is concurrent.
  - Same method, different problem?       → clarify what your setting adds.
  - Genuinely concurrent (within months)? → cite and distinguish; do not claim it as prior
                                            or ignore it. Reviewers know the arXiv timeline.

Double-blind self-citation

Cite your own prior work in the third person ("Prior work [12] showed…"), never "our previous paper." Keep repository and project-page links out of the submission. A revised Round 2 paper must stay just as anonymous as the Round 1 version — do not let a revision reintroduce an identifying citation.

Verify the venue of every "WACV" citation

A thecvf.com open-access URL is only a WACV citation if its path reads WACV20XX; many famous vision papers are CVPR/ICCV/ECCV. Before attributing a paper to WACV, confirm the open-access path segment or the dblp record — misattributing a sibling-venue paper to WACV is a credibility cost a careful reviewer will notice.

Reverify each cycle

  • Any related-work or citation-format expectations in the current guidelines.
  • The double-blind and external-link rules for the submission version.
  • That cited WACV papers match the WACV proceedings, not a sibling venue.

Output format

[Shelves covered] vision / sibling-venue / concurrent / domain / self — missing: <list>
[Gap statements] each cluster ends in a specific gap: yes/no
[Domain literature] real-problem sources cited: yes/no
[Concurrency] recent preprints cited and distinguished: yes/no
[Anonymity] self-cites third-person, no links: yes/no
[Venue check] all "WACV" cites verified as WACV: yes/no

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