CVPR Related Work

At CVPR the related-work problem is not scarcity but velocity: the field's literature updates weekly on arXiv, the venue itself accepted 4,090 papers in the 2026 edition alone, and reviewers are drawn from a 25,000-person pool that includes the authors of whatever you forgot to cite. Position precisely or be positioned by Reviewer 2.

Five shelves to cover

Shelf	What reviewers check	Failure smell
Canonical lineage	The 2–3 ancestors of your method family	Reinventing a 2019 module under a new name
Current SOTA	The methods atop your benchmark's leaderboard now	Comparing only against year-old baselines
Nearest neighbors	The 2–3 papers a hostile reviewer calls "the same"	No explicit delta stated
Cross-venue siblings	ICCV/ECCV/NeurIPS/WACV/3DV/SIGGRAPH work on the task	Treating CVPR citations as the whole field
Concurrent arXiv	Preprints within a few months of the deadline	Pretending they don't exist

The nearest-neighbor shelf deserves half the section's words. For each: one sentence of credit, one sentence of mechanism difference, one sentence of consequence ("because [24] rebuilds the volume per frame, it cannot run online; we amortize it"). A delta stated in mechanisms survives review; a delta stated in adjectives does not.

Concurrent work, CVPR norms

With a November deadline and instant preprinting, collisions are routine. The working etiquette: preprints appearing close to or after the deadline are concurrent — cite them once you know of them, in a short "concurrent work" note, without being obligated to outperform them. Two cautions. First, do not use concurrency as a shield for work that predates your submission by months. Second, during the rebuttal you may be pointed at a "missing comparison" that is actually concurrent — answer with dates, calmly, not with indignation.

Double-blind self-citation

CVPR requires citing your own lineage in the third person ("[12] proposed…"), never omitting it — a hole where your prior paper should be identifies you as effectively as a name. Because arXiv posting is legal during review (verified 2026 policy), reviewers may suspect who you are; your job is only to avoid confirming it in the text: no "our previous work [12]", no shared project-page naming, no acknowledgements.

Cite the version of record, and verify the venue

Vision bibliographies rot in a specific way: a paper gets cited as "arXiv 2024" forever after it appeared at CVPR 2025, or gets attributed to CVPR when it was ECCV (NeRF is ECCV 2020; Mask R-CNN and Segment Anything are ICCV; ViT is ICLR). Before the deadline, reconcile the .bib against dblp or the CVF open-access index:

# Bibliography hygiene pass
grep -c '@' refs.bib                                    # how big is the problem
grep -A2 'archivePrefix\|eprint' refs.bib | grep -B2 '20(1|2)[0-9]' | head
# → for each arXiv-only entry older than ~1 year, check dblp for the published venue
grep -in 'cvpr\|iccv\|eccv' refs.bib | awk -F: '{print $1}' | head
# → spot-check 5 random "CVPR" entries on openaccess.thecvf.com before trusting them

Fabricated or wrong citations carry venue-level risk: the verified 2026 author policy makes citations of non-existent material grounds for rejection, without an LLM excuse. Machine-suggested BibTeX gets the same verification as machine-written prose.

A positioning paragraph that does its job

The shape worth copying — question, lanes, deltas, gap — in a fictional example:

How do prior trackers survive long occlusions? Motion-memory methods [3, 17] extend Kalman gates over time, but the gate widens until identity switches dominate beyond ~30 frames. Re-identification banks [8, 24] match appearance on re-entry, yet require high-confidence detections that occlusion exits rarely produce. Query propagation [11] carries identity implicitly but only within the training clip length. None maintains identity through occlusions longer than the model's temporal horizon — the setting we target.

Four sentences, three lanes, each with a mechanism and a failure, ending in the gap the paper fills. A reviewer can disagree with the gap, but cannot say the authors don't know the field — which is the section's actual job.

Sizing and placement

Related work at CVPR is conventionally ~0.5–0.75 of the 8 inclusive pages, either as Section 2 or woven into the intro when space is desperate. Organize by question ("How do prior methods obtain temporal consistency?") rather than by laundry-listed subfield headers; end each paragraph with the sentence that turns the survey into an argument: what remains unsolved that your method solves.

Positioning under fire: rebuttal-time related work

Related work re-opens in January. When a review says "not novel, see [X]":

• If [X] genuinely differs, answer with the mechanism delta in two sentences — never with "we are the first," which invites counterexamples.
• If [X] is concurrent (post-deadline or within the courtesy window), say so with dates and offer a camera-ready citation.
• If [X] actually anticipates you, the honest play is scoping the claim down in the rebuttal rather than defending the indefensible; ACs read the exchange, and a calibrated concession on novelty can coexist with acceptance when the execution and analysis carry weight.
• If [X] does not exist (LLM-flavored reviews hallucinate citations too), report it to the AC via the confidential channel with your search evidence — see cvpr-review-process.

Reverify each cycle

• The current cycle's guidance to reviewers about very recent/concurrent work (the courtesy window is convention, not published law — treat cut-off claims as 待核实).
• Whether citation-format rules changed in the author kit.
• Leaderboard state on your benchmarks in the month before the deadline — SOTA claims age in weeks at this venue.
• The venue's own accepted-paper lists (CVF open access posts them around the conference) for late-breaking nearest neighbors your reviewers will have seen.

Output format

[Coverage] shelves complete: lineage / SOTA / neighbors / cross-venue / concurrent
[Nearest neighbors] <paper → mechanism delta → consequence> ×3
[Concurrent notes] <preprints + dates>
[Self-citation] third-person clean: yes/no
[Bib hygiene] arXiv-only entries checked: <n>; venue misattributions fixed: <n>
[Gaps] <missing comparisons a reviewer will name>