# DeCLIP 消融实验

本目录包含 DeCLIP 项目的消融实验结果汇总。

## 实验概述

| 实验名称 | GSC 模型 | Backbone | 最佳 Epoch | novel_ap50 | base_ap50 | all_ap50 |
|---------|---------|----------|-----------|------------|-----------|----------|
| JEPA-GSC | I-JEPA | EVA02-CLIP-B-16 | 2 | **39.59** | 54.30 | 50.45 |
| SAM-GSC | SAM | EVA02-CLIP-B-16 | 2 | 37.82 | 54.25 | 49.95 |

## 文件说明

- `ablation_summary.xlsx` - 消融实验汇总表格
  - Sheet 1: Best Results - 各实验最佳结果 (按 novel_ap50)
  - Sheet 2: JEPA-GSC All Epochs - JEPA 实验各 epoch 详细结果
  - Sheet 3: SAM-GSC All Epochs - SAM 实验各 epoch 详细结果
- `summarize_ablation.py` - 汇总脚本

## 训练权重路径

- JEPA-GSC: `/mnt/bn/strategy-mllm-train/user/wangjunjie/code/xiaomoguhzz/DeCLIP_private/logs/Ablation_JEPA-GSC_EVA-B_DINOv2-B_csa_560/checkpoints/epoch_6.pt`
- SAM-GSC: `/mnt/bn/strategy-mllm-train/user/wangjunjie/code/xiaomoguhzz/DeCLIP_private/logs/Ablation_SAM-GSC_EVA-B_DINOv2-B_csa_560/checkpoints/epoch_6.pt`

## OV-COCO 评测配置

配置文件位于:
- JEPA: `CLIPSelf/F-ViT/configs/declip/fvit_vitb16_upsample_fpn_bs64_3e_ovcoco_ablation_jepa.py`
- SAM: `CLIPSelf/F-ViT/configs/declip/fvit_vitb16_upsample_fpn_bs64_3e_ovcoco_ablation_sam.py`

## 运行评测

```bash
cd /mnt/bn/strategy-mllm-train/user/wangjunjie/code/xiaomoguhzz/DeCLIP_private/CLIPSelf/F-ViT

# JEPA-GSC
bash run_ablation_jepa.sh

# SAM-GSC
bash run_ablation_sam.sh
```

## 更新日期

2026-01-22