A comprehensive guide for authors submitting papers on 3D reconstruction, geometry, depth, and neural rendering to top-tier conferences like 3DV. It helps authors strategically position their work, refine the narrative, structure evidence, and measure fit against specific academic community expectations.
International Conference on 3D Vision (3DV) is a top computer-science conference venue for 3D reconstruction, geometry, depth, neural rendering, scene understanding, and embodied perception. It rewards a 3D vision paper where geometry, representation, and evaluation are all central. Treat this skill as a fit / venue-selection / re-framing tool for conference submission strategy, not as a substitute for the current year's CFP, author kit, ethics policy, or submission portal.
Because CS conferences change deadlines, templates, page limits, review workflow, artifact rules, AI-use policy, and rebuttal formats every cycle, always verify the live official instructions before making a submission-ready recommendation. Start from the official source anchor recorded for this venue in ../../resources/conference-roster.md and ../../resources/official-source-map.md.
When to trigger
The author names 3DV / International Conference on 3D Vision as the target venue.
A manuscript in 3D reconstruction needs a conference-fit read before being formatted or submitted.
The paper must be re-framed from journal style or arXiv style into a selective CS conference narrative.
The author needs an evidence-gap, anonymity, artifact, rebuttal, or re-routing diagnosis for this venue.
Scope & topic fit
Core fit: 3D reconstruction, geometry, depth, neural rendering, scene understanding, and embodied perception.
Best submissions make a precise contribution type visible: algorithm, theorem, system, dataset, benchmark, empirical finding, design artifact, tool, or socio-technical analysis.
The paper should explain why the result matters to 3DV's reviewers, not just why it is interesting to the authors' lab or product context.
Position related work against the most recent conference-cycle papers in this venue and its closest siblings; stale comparisons are a common early-review weakness.
If the contribution is interdisciplinary, state which part is CS research and which part is domain evidence.
Venue-specific calibration
Reviewer lens: Treat 3DV as a 3D vision venue whose reviewers expect the scope and evidence to match its own community. Do not submit a generic CS paper until the introduction names the exact subcommunity, contribution type, and proof or empirical standard.
Contribution hook to foreground: the venue-specific contribution bar.
Scope vocabulary to use naturally in the abstract and introduction: 3D reconstruction, geometry, depth, neural rendering, scene understanding, and embodied perception.
Official anchor domain: 3dvconf.github.io. Quote annual rules only after opening that source and the current-year CFP/author kit.
Close-neighbor routing guardrail
Use this profile only when the manuscript's central contribution is genuinely in 3D vision and
the author can say why 3DV reviewers are the primary audience, not merely a convenient
deadline.
Closest roster neighbors to compare before final routing: asian-conference-on-computer- vision (ACCV), british-machine-vision-conference (BMVC), ieee-international-symposium- on-biomedical-imaging (ISBI), acm-international-conference-on-multimedia (ACM MM). Break
ties by contribution type, evidence shape, reviewer community, and the current official CFP
from 3dvconf.github.io.
3DV-specific routing detail
Prefer 3DV when the paper's core evidence is geometric: reconstruction fidelity, camera/pose reasoning, depth estimation, neural rendering, scene representation, 3D datasets, or embodied perception under spatial constraints.
Use BMVC only when the contribution is broader visual recognition, pattern recognition, or visual learning and the 3D component is a dataset detail rather than the scientific center.
Compare with CVPR/ICCV/ECCV for flagship 3D vision breadth, ISMAR/IEEE VR for immersive or mixed-reality systems, SIGGRAPH-style venues for graphics/rendering depth, and robotics venues when embodied policy or control is primary.
Method & evidence bar
Use current vision baselines, strong ablations, dataset-specific protocols, and qualitative examples that reveal failure modes.
Keep the anonymous submission self-contained; external material should follow the current-cycle policy exactly.
For generated or foundation-model outputs, show robustness, data provenance, and evaluation beyond cherry-picked visuals.
For 3DV, the evidence must support the venue-specific signature: a 3D vision paper where geometry, representation, and evaluation are all central.
Include limitations, negative results, compute/resource reporting, data provenance, and ethics details when they affect the claim.
Structure & house style
Lead with the visual problem and the technical insight; then prove it across datasets, metrics, and ablations.
Make figures do work: pipeline, qualitative wins/failures, and compact quantitative comparisons.
Use the current official template exactly; do not guess page limits, font sizes, supplement rules, anonymity exceptions, or camera-ready requirements from old cycles.
The introduction should answer: problem, why now, what is new, why this venue, and what evidence proves the claim.
Put the strongest result in the main paper, not only in the appendix or supplement; reviewers should not have to reconstruct the contribution.
Re-check the current cycle's CFP, author kit, submission system, abstract/paper deadlines, page limits, supplementary-material rules, anonymity policy, dual-submission policy, ethics policy, AI-use policy, artifact/code/data expectations, rebuttal/author-response format, and camera-ready requirements.
Confirm the review workflow and portal: OpenReview / CMT / HotCRP / PCS / START or society portal, as specified for the current cycle.
Check whether accepted papers require in-person presentation, separate registration, artifact badges, proceedings copyright, or post-acceptance release forms.
If the live official instructions conflict with this skill, the official instructions win.
Pre-submission self-check
One sentence states why this manuscript belongs at 3DV, using the venue's scope rather than generic "top conference" language.
The claim is calibrated to the evidence: no broader than the datasets, proofs, systems, user studies, deployments, or threat model support.
Related work includes the nearest current-cycle 3D vision papers and explains the technical delta.
The paper satisfies the current official template, anonymity, ethics, artifact, and rebuttal requirements.
The main paper is self-contained enough for reviewers to evaluate novelty and correctness without hunting through external links.
Common desk-reject triggers
A thin architecture tweak with marginal gains and no analysis.
Using non-comparable baselines, private data splits, or hidden external links that violate review policy.
Ethics, consent, or biometric/medical claims handled as boilerplate rather than as real constraints.
Formatting, anonymity, dual-submission, external-link, or supplement violations under the current-year policy.
A contribution framed for a neighboring field while giving 3DV reviewers too little technical or empirical substance.
Re-routing decision
If the paper misses 3DV's bar, compare against computer-vision-and-pattern-recognition / international-conference-on-computer-vision / european-conference-on-computer-vision / winter-conference-on-applications-of-computer-vision. Re-route based on contribution type, not prestige: theory to a theory venue, systems to a systems venue, application-heavy work to a domain venue, and early ideas to workshops or shorter tracks when the official CFP supports them.
Output format
[Fit] High / Medium / Low (one-line reason)
[Target] International Conference on 3D Vision (3DV)
[Contribution type] algorithm / theory / system / dataset / benchmark / empirical / design / security / other
[Main evidence gap] <single most important missing proof, experiment, study, artifact, or policy check>
[Official items to re-check] CFP / author kit / deadline / format / anonymity / ethics / AI-use / artifact / rebuttal / camera-ready
[Top rejection risk] <venue-specific risk>
[Re-route suggestion] <better-matched conference or journal if not a fit>
