import os import json from easydict import EasyDict as edict from collections import defaultdict from vbench.temporal_flickering import compute_temporal_flickering from vbench.utils import CACHE_DIR, save_json, load_json, load_dimension_info from vbench2_beta_long.utils import reorganize_clips_results, build_filtered_info_json from vbench2_beta_long.static_filter import static_filter def compute_long_temporal_flickering(json_dir, device, submodules_list, **kwargs): video_list, _ = load_dimension_info(json_dir, dimension='temporal_flickering', lang='en') base_video_path = os.path.dirname(video_list[0]).split('split_clip')[0] video_clips_path = os.path.join(base_video_path, "split_clip") output_path = os.path.join(base_video_path, "temporal_filtered_cilps") os.makedirs(output_path, exist_ok=True) input_path = video_clips_path if kwargs['static_filter_flag']: filter_static_clips(input_path, output_path,base_video_path) json_dir = build_filtered_info_json(videos_path=output_path, output_path=output_path, name='filtered_temporal_flickering') all_results, detailed_results = compute_temporal_flickering(json_dir, device, submodules_list) return reorganize_clips_results(detailed_results) def filter_static_clips(clip_video_path, output_dir,base_video_path): args_new = edict({ 'model': f"{CACHE_DIR}/raft_model/models/raft-things.pth", 'videos_path': "", 'base_video_path': "", 'result_path': "./filter_results", 'store_name': "filtered_static_video.json", 'small': False, 'mixed_precision': False, 'alternate_corr': False, 'filter_scope': 'temporal_flickering' }) args_new.videos_path = clip_video_path args_new.base_video_path = base_video_path args_new.result_path = output_dir static_filter(args_new)