DF3DV-1K: A Large-Scale Dataset and Benchmark for Distractor-Free Novel View Synthesis explores A large-scale dataset and benchmark for distractor-free novel view synthesis, enabling robust radiance field development and improving image enhancement.. Commercial viability score: 7/10 in Novel View Synthesis.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesis
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesis | Route /paper/df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesis
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesisMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.13416"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "DF3DV-1K: A Large-Scale Dataset and Benchmark for Distractor-Free Novel View Synthesis",
"normalized_query": "2604.13416",
"route": "/paper/df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesis",
"paper_ref": "df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesis",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesis
Subject: DF3DV-1K: A Large-Scale Dataset and Benchmark for Distractor-Free Novel View Synthesis
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 7.0
No public claim map is available for this paper yet.
No public competitor map is available for this paper yet.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesis
Paper ref
df3dv-1k-a-large-scale-dataset-and-benchmark-for-distractor-free-novel-view-synthesis
arXiv id
2604.13416
Generated at
2026-04-16T18:19:54.287Z
Evidence freshness
stale
Last verification
2026-04-16T18:19:54.287Z
Sources
3
References
0
Coverage
50%
Lineage hash
bbf5be30ebde362d3cf11b279c24d060e3dde254a25e0fb0b1e852f2de28bcd0
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references