ustc-community/dfine-nano-coco

SyncDev model directory · Profile updated Oct 7, 2026

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Hugging Face repository for Object detection.

Key specifications

Specification score
10.0

The specification score summarizes recorded features and limits. It is not a benchmark result.

Inputs and outputs

Recorded modality support shows what this model can accept and produce. An undocumented modality is shown as unknown rather than assumed to be unsupported.

Accepts

  • Image input

Produces

  • Bounding Boxes output

Capabilities

Streaming

What is ustc-community/dfine-nano-coco?

ustc-community/dfine-nano-coco: overview

ustc-community/dfine-nano-coco is a Hugging Face repository returned by the public Object detection task feed. Its recorded download count is 6,444 and it has 8 likes when the repository snapshot was collected. Popularity is useful for discovery, but it is not a performance ranking or a guarantee of suitability.

Task fit

This record is categorized for Object detection. A task category describes the intended machine-learning problem; it does not prove that every version, checkpoint, quantization, or deployment method produces the same quality. Teams should read the model card and test representative inputs before choosing it.

Source record

The public repository lists transformers as its library metadata. Its recorded tags include transformers, safetensors, d_fine, object-detection, vision, en, dataset:coco, arxiv:2410.13842. These source details are retained so readers can trace this directory entry back to the repository instead of relying on copied descriptions.

Check detection on realistic scenes

Measure missed objects, false positives and localization at several IoU thresholds. Include small, overlapping and partially hidden objects; record input resolution and preprocessing.

Related models

Explore ustc-community models and the object detection collection. Use the comparison tool to inspect a second candidate.

How to evaluate ustc-community/dfine-nano-coco

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Tasks and inputs

ustc-community/dfine-nano-coco is listed for Object detection. It accepts image and produces bounding boxes. Use the publisher’s input format and preprocessing for your chosen deployment.

Capacity and cost

Measure a completed task using the prompts, documents and tools your application will use. Include reasoning and retries in the result.

Choosing a deployment

Use the model identifier and account requirements for the selected API route. Confirm its request limits and output format with one complete task before connecting a larger workflow.

Frequently asked questions

ustc-community/dfine-nano-coco is a Hugging Face repository listed for the Object detection task. Open the linked model card to verify the checkpoint, deployment requirements and current source details.

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