VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images

VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/visionfoundry-teaching-vlms-visual-perception-with-synthetic-images

stale

Proof freshness: stale
Proof status: unverified
Display score: 6/10
Last proof check: 2026-04-13
Score updated: 2026-04-13
Score fresh until: 2026-05-13
References: 0
Source count: 5
Coverage: 67%

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 visionfoundry-teaching-vlms-visual-perception-with-synthetic-images | Route /signal-canvas/visionfoundry-teaching-vlms-visual-perception-with-synthetic-images

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/visionfoundry-teaching-vlms-visual-perception-with-synthetic-images

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "visionfoundry-teaching-vlms-visual-perception-with-synthetic-images",
    "query_text": "Summarize VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images",
  "normalized_query": "2604.09531",
  "route": "/signal-canvas/visionfoundry-teaching-vlms-visual-perception-with-synthetic-images",
  "paper_ref": "visionfoundry-teaching-vlms-visual-perception-with-synthetic-images",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images

PDF: https://arxiv.org/pdf/2604.09531v1

Source count: 5

Coverage: 67%

Last proof check: 2026-04-13T20:33:10.725Z

Signal Canvas receipt window

Watch and verify: VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images

/buildability/visionfoundry-teaching-vlms-visual-perception-with-synthetic-images

Watchwatch

Subject: VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images

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