| # 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 | |