Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics

Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/lightweight-distillation-of-sam-3-and-dinov3-for-edge-deployable-individual-level-livestock-monitoring-and-longitudinal

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-01
Score updated: 2026-05-01
Score fresh until: 2026-05-31
References: 0
Source count: 3
Coverage: 50%

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 lightweight-distillation-of-sam-3-and-dinov3-for-edge-deployable-individual-level-livestock-monitoring-and-longitudinal | Route /signal-canvas/lightweight-distillation-of-sam-3-and-dinov3-for-edge-deployable-individual-level-livestock-monitoring-and-longitudinal

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/lightweight-distillation-of-sam-3-and-dinov3-for-edge-deployable-individual-level-livestock-monitoring-and-longitudinal

MCP example

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  "arguments": {
    "mode": "paper",
    "paper_ref": "lightweight-distillation-of-sam-3-and-dinov3-for-edge-deployable-individual-level-livestock-monitoring-and-longitudinal",
    "query_text": "Summarize Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics"
  }
}

source_context

{
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  "mode": "paper",
  "query": "Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics",
  "normalized_query": "2604.27128",
  "route": "/signal-canvas/lightweight-distillation-of-sam-3-and-dinov3-for-edge-deployable-individual-level-livestock-monitoring-and-longitudinal",
  "paper_ref": "lightweight-distillation-of-sam-3-and-dinov3-for-edge-deployable-individual-level-livestock-monitoring-and-longitudinal",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics

PDF: https://arxiv.org/pdf/2604.27128v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-01T20:30:26.736Z

Signal Canvas receipt window

Watch and verify: Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics

/buildability/lightweight-distillation-of-sam-3-and-dinov3-for-edge-deployable-individual-level-livestock-monitoring-and-longitudinal

Watchwatch

Subject: Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics

Verdict

Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics

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