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
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