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ahnaf1393/
surgvidlm-heico-stage2

Name: surgvidlm-heico-stage2
Availability: InStock

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SurgVidLM HEICO Stage 2

This repository contains the merged, standalone HEICO stage-2 model for SurgVidLM.

Base model: SurgVidLM/surgvidlm/surgvidlm-stage1
Fine-tuning method: LoRA
Selected adapter checkpoint: LLaMA-Factory/saves/lora/heico_frame_stage2/checkpoint-800
Exported merged model: LLaMA-Factory/saves/model/heico-frame-stage2

Frame-level question answering on the HEICO dataset.

Training script: train_heico_frame_stage2.sh
Training config: LLaMA-Factory/examples/train_lora/heico_frame_stage2_lora_sft.yaml
Adapter training output: LLaMA-Factory/saves/lora/heico_frame_stage2

Validation run used the selected LoRA adapter on the HEICO validation split. The merged model was also evaluated on the official HEICO test split.

Run inference with the merged model:

bash

./infer_heico_frame_stage2.sh merged \
  /home/ah445458/crcv/SurgVidLM/LLaMA-Factory/saves/model/heico-frame-stage2 \
  results/heico_test.json

Run ORENA evaluation on predictions:

bash

./infer_heico_frame_stage2.sh evaluate-orena \
  results/heico_test.json \
  results/heico_test_orena