Sankaramsics: 53 Annotated Videos for Manual Small-Incision Cataract Surgery

SankaraEyeHospital provides a dataset dedicated to Manual Small-Incision Cataract Surgery (MSICS), a technique used in resource-limited settings. It contains 53 surgical videos annotated for 18 surgical phases and 3,527 frames with pixel-level annotations for 13 surgical tools. The dataset was last updated on Hugging Face in May 2025.

Use Cases

• Train models for surgical phase recognition based on 18 annotated phases.
• Develop pixel-level segmentation models for surgical tools based on 13 annotated tool types.
• Analyze surgical workflow and efficiency in MSICS procedures based on video annotations.
• Benchmark computer vision algorithms for medical video understanding.

Strengths

• Contains 53 full surgical videos, providing substantial raw material for analysis.
• Includes 3,527 frames with pixel-level annotations for detailed model training.
• Covers 18 distinct surgical phases and 13 surgical tools for multi-task learning.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment for specific model architectures.

Provenance

Source

SankaraEyeHospital

Collection Method

Surgical videos annotated for phases and tools.

Time Range

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Freshness

Last updated 2025-05 19 15:48:16; freshness should be verified.

Geography

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