metadata

title: ImgutilsVideoProcessor
emoji: 🖼️
colorFrom: indigo
colorTo: pink
sdk: gradio
sdk_version: 5.29.0
app_file: app.py
pinned: true
license: mit
short_description: 'Video Processor: Detection, Classification, Analysis'

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

deepghs/anime_person_detection

Model	FLOPS	Params	F1 Score	Threshold	F1 Plot	Confusion	Labels
person_detect_v1.2_s	3.49k	11.1M	0.86	0.295	plot	confusion	`person`
person_detect_v1.3_s	3.49k	11.1M	0.86	0.324	plot	confusion	`person`
person_detect_v0_x	31.3k	68.1M	N/A	N/A	N/A	N/A	`person`
person_detect_v0_m	9.53k	25.8M	0.85	0.424	plot	confusion	`person`
person_detect_v0_s	3.49k	11.1M	N/A	N/A	N/A	N/A	`person`
person_detect_v1.1_s	3.49k	11.1M	0.86	0.384	plot	confusion	`person`
person_detect_v1.1_n	898	3.01M	0.85	0.327	plot	confusion	`person`
person_detect_v1.1_m	9.53k	25.8M	0.87	0.348	plot	confusion	`person`
person_detect_v1_m	9.53k	25.8M	0.86	0.351	plot	confusion	`person`

deepghs/anime_halfbody_detection

Model	FLOPS	Params	F1 Score	Threshold	F1 Plot	Confusion	Labels
halfbody_detect_v1.0_n	898	3.01M	0.94	0.512	plot	confusion	`halfbody`
halfbody_detect_v1.0_s	3.49k	11.1M	0.95	0.577	plot	confusion	`halfbody`
halfbody_detect_v0.4_s	3.49k	11.1M	0.93	0.517	plot	confusion	`halfbody`
halfbody_detect_v0.3_s	3.49k	11.1M	0.92	0.222	plot	confusion	`halfbody`
halfbody_detect_v0.2_s	3.49k	11.1M	0.94	0.548	plot	confusion	`halfbody`

deepghs/anime_head_detection

Model	Type	FLOPS	Params	F1 Score	Threshold	precision(B)	recall(B)	mAP50(B)	mAP50-95(B)	F1 Plot	Confusion	Labels
head_detect_v2.0_x_yv11	yolo	195G	56.9M	0.93	0.458	0.95942	0.90938	0.96853	0.78938	plot	confusion	`head`
head_detect_v2.0_l_yv11	yolo	87.3G	25.3M	0.93	0.432	0.95557	0.90905	0.9661	0.78709	plot	confusion	`head`
head_detect_v2.0_m_yv11	yolo	68.2G	20.1M	0.93	0.42	0.95383	0.90658	0.96485	0.78511	plot	confusion	`head`
head_detect_v2.0_s_yv11	yolo	21.5G	9.43M	0.92	0.383	0.954	0.89512	0.95789	0.77753	plot	confusion	`head`
head_detect_v2.0_n_yv11	yolo	6.44G	2.59M	0.91	0.365	0.94815	0.87169	0.9452	0.75835	plot	confusion	`head`
head_detect_v2.0_x	yolo	227G	61.6M	0.93	0.459	0.95378	0.91123	0.96593	0.78767	plot	confusion	`head`
head_detect_v2.0_l	yolo	146G	39.5M	0.93	0.379	0.95124	0.91264	0.96458	0.78627	plot	confusion	`head`
head_detect_v2.0_m	yolo	79.1G	25.9M	0.93	0.397	0.95123	0.90701	0.96403	0.78342	plot	confusion	`head`
head_detect_v2.0_s	yolo	28.6G	11.1M	0.92	0.413	0.95556	0.89197	0.95799	0.77833	plot	confusion	`head`
head_detect_v2.0_n	yolo	8.19G	3.01M	0.91	0.368	0.94633	0.87046	0.94361	0.75764	plot	confusion	`head`
head_detect_v1.6_x_rtdetr	rtdetr	232G	67.3M	0.93	0.559	0.95316	0.91697	0.96556	0.76682	plot	confusion	`head`
head_detect_v1.6_l_rtdetr	rtdetr	108G	32.8M	0.93	0.53	0.95113	0.90956	0.96218	0.76201	plot	confusion	`head`
head_detect_v1.6_s_yv11	yolo	21.5G	9.43M	0.93	0.42	0.95273	0.90558	0.96327	0.78566	plot	confusion	`head`
head_detect_v1.6_n_yv11	yolo	6.44G	2.59M	0.92	0.385	0.95561	0.87798	0.95086	0.76765	plot	confusion	`head`
head_detect_v1.6_s_yv9	yolo	22.7G	6.32M	0.93	0.419	0.95464	0.90425	0.9627	0.78663	plot	confusion	`head`
head_detect_v1.6_t_yv9	yolo	6.7G	1.77M	0.91	0.332	0.94968	0.8792	0.95069	0.76789	plot	confusion	`head`
head_detect_v1.6_x	yolo	258G	68.2M	0.94	0.448	0.9546	0.91873	0.96878	0.79502	plot	confusion	`head`
head_detect_v1.6_l	yolo	165G	43.6M	0.94	0.458	0.95733	0.92018	0.96868	0.79428	plot	confusion	`head`
head_detect_v1.6_s_yv10	yolo	24.8G	8.07M	0.93	0.406	0.95424	0.90074	0.96201	0.78713	plot	confusion	`head`
head_detect_v1.6_n_yv10	yolo	8.39G	2.71M	0.91	0.374	0.94845	0.87492	0.9503	0.77059	plot	confusion	`head`
head_detect_v1.6_s	yolo	28.6G	11.1M	0.93	0.381	0.95333	0.90587	0.96241	0.78688	plot	confusion	`head`
head_detect_v1.6_n	yolo	8.19G	3.01M	0.92	0.38	0.94835	0.88436	0.95051	0.76766	plot	confusion	`head`
head_detect_v1.5_s	yolo	28.6G	11.1M	0.94	0.453	0.96014	0.92275	0.96829	0.80674	plot	confusion	`head`
head_detect_v1.5_n	yolo	8.19G	3.01M	0.93	0.396	0.95719	0.90511	0.9612	0.78841	plot	confusion	`head`
head_detect_v1.4_s	yolo	28.6G	11.1M	0.94	0.472	0.96275	0.91875	0.96812	0.80417	plot	confusion	`head`
head_detect_v1.4_n	yolo	8.19G	3.01M	0.93	0.396	0.9557	0.90559	0.96075	0.78689	plot	confusion	`head`
head_detect_v1.3_s	yolo	28.6G	11.1M	0.94	0.423	0.95734	0.9257	0.97037	0.80391	plot	confusion	`head`
head_detect_v1.3_n	yolo	8.19G	3.01M	0.93	0.409	0.95254	0.90674	0.96258	0.7844	plot	confusion	`head`
head_detect_v1.2_s	yolo	28.6G	11.1M	0.94	0.415	0.95756	0.9271	0.97097	0.80514	plot	confusion	`head`
head_detect_v1.2_n	yolo	8.19G	3.01M	0.93	0.471	0.96309	0.89766	0.9647	0.78928	plot	confusion	`head`
head_detect_v1.1_s	yolo	28.6G	11.1M	0.94	0.485	0.96191	0.91892	0.97069	0.80182	plot	confusion	`head`
head_detect_v1.0_l	yolo	165G	43.6M	0.94	0.579	0.95881	0.91532	0.96561	0.81417	plot	confusion	`head`
head_detect_v1.0_x	yolo	258G	68.2M	0.94	0.567	0.9597	0.91947	0.96682	0.8154	plot	confusion	`head`
head_detect_v1.0_m	yolo	79.1G	25.9M	0.94	0.489	0.95805	0.9196	0.96632	0.81383	plot	confusion	`head`
head_detect_v1.0_s	yolo	28.6G	11.1M	0.93	0.492	0.95267	0.91355	0.96245	0.80371	plot	confusion	`head`
head_detect_v1.0_n	yolo	8.19G	3.01M	0.92	0.375	0.93999	0.9002	0.95509	0.7849	plot	confusion	`head`
head_detect_v0.5_s	yolo	28.6G	11.1M	0.92	0.415	0.93908	0.9034	0.95697	0.77514	plot	confusion	`head`
head_detect_v0.5_n	yolo	8.19G	3.01M	0.91	0.446	0.93834	0.88034	0.94784	0.75251	plot	confusion	`head`
head_detect_v0.5_s_pruned	yolo	28.6G	11.1M	0.93	0.472	0.95455	0.89865	0.9584	0.79968	plot	confusion	`head`
head_detect_v0.5_n_pruned	yolo	8.19G	3.01M	0.91	0.523	0.95254	0.8743	0.95049	0.7807	plot	confusion	`head`
head_detect_v0.5_m_pruned	yolo	79.1G	25.9M	0.94	0.52	0.9609	0.91365	0.96501	0.81322	plot	confusion	`head`
head_detect_v0.4_s	yolo	28.6G	11.1M	0.92	0.405	0.93314	0.90274	0.95727	0.77193	plot	confusion	`head`
head_detect_v0.4_s_fp	yolo	28.6G	11.1M	0.91	0.445	0.93181	0.89113	0.95002	0.76302	plot	confusion	`head`
head_detect_v0.3_s	yolo	28.6G	11.1M	0.91	0.406	0.92457	0.90351	0.95785	0.78912	plot	confusion	`head`
head_detect_v0.2_s_plus	yolo	28.6G	11.1M	0.91	0.594	0.94239	0.8774	0.94909	0.77986	plot	confusion	`head`
head_detect_v0.2_s	yolo	28.6G	11.1M	0.9	0.461	0.91861	0.8898	0.94765	0.77541	plot	confusion	`head`
head_detect_v0.1_s	yolo	28.6G	11.1M	0.9	0.504	0.91576	0.88662	0.94213	0.7713	plot	confusion	`head`
head_detect_v0_n	yolo	8.19G	3.01M	0.9	0.316	N/A	N/A	N/A	N/A	plot	confusion	`head`
head_detect_v0_s	yolo	28.6G	11.1M	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	`head`

deepghs/ccip

Model	F1 Score	Precision	Recall	Threshold	Cluster_2	Cluster_Free
ccip-caformer_b36-24	0.940925	0.938254	0.943612	0.213231	0.89508	0.957017
ccip-caformer-24-randaug-pruned	0.917211	0.933481	0.901499	0.178475	0.890366	0.922375
ccip-v2-caformer_s36-10	0.906422	0.932779	0.881513	0.207757	0.874592	0.89241
ccip-caformer-6-randaug-pruned_fp32	0.878403	0.893648	0.863669	0.195122	0.810176	0.897904
ccip-caformer-5_fp32	0.864363	0.90155	0.830121	0.183973	0.792051	0.862289
ccip-caformer-4_fp32	0.844967	0.870553	0.820842	0.18367	0.795565	0.868133
ccip-caformer_query-12	0.823928	0.871122	0.781585	0.141308	0.787237	0.809426
ccip-caformer-23_randaug_fp32	0.81625	0.854134	0.781585	0.136797	0.745697	0.8068
ccip-caformer-2-randaug-pruned_fp32	0.78561	0.800148	0.771592	0.171053	0.686617	0.728195
ccip-caformer-2_fp32	0.755125	0.790172	0.723055	0.141275	0.64977	0.718516

The calculation of F1 Score, Precision, and Recall considers "the characters in both images are the same" as a positive case. Threshold is determined by finding the maximum value on the F1 Score curve.
Cluster_2 represents the approximate optimal clustering solution obtained by tuning the eps value in DBSCAN clustering algorithm with min_samples set to 2, and evaluating the similarity between the obtained clusters and the true distribution using the random_adjust_score.
Cluster_Free represents the approximate optimal solution obtained by tuning the max_eps and min_samples values in the OPTICS clustering algorithm, and evaluating the similarity between the obtained clusters and the true distribution using the random_adjust_score.

deepghs/anime_aesthetic

Name	FLOPS	Params	Accuracy	AUC	Confusion	Labels
caformer_s36_v0_ls0.2	22.10G	37.22M	34.68%	0.7725	confusion	`masterpiece`, `best`, `great`, `good`, `normal`, `low`, `worst`
swinv2pv3_v0_448_ls0.2	46.20G	65.94M	40.32%	0.8188	confusion	`masterpiece`, `best`, `great`, `good`, `normal`, `low`, `worst`
swinv2pv3_v0_448_ls0.2_x	46.20G	65.94M	40.88%	0.8214	confusion	`masterpiece`, `best`, `great`, `good`, `normal`, `low`, `worst`

deepghs/anime_face_detection

Model	FLOPS	Params	F1 Score	Threshold	F1 Plot	Confusion	Labels
face_detect_v1.4_n	898	3.01M	0.94	0.278	plot	confusion	`face`
face_detect_v1.4_s	3.49k	11.1M	0.95	0.307	plot	confusion	`face`
face_detect_v1.3_n	898	3.01M	0.93	0.305	plot	confusion	`face`
face_detect_v1.2_s	3.49k	11.1M	0.93	0.222	plot	confusion	`face`
face_detect_v1.3_s	3.49k	11.1M	0.93	0.259	plot	confusion	`face`
face_detect_v1_s	3.49k	11.1M	0.95	0.446	plot	confusion	`face`
face_detect_v1_n	898	3.01M	0.95	0.458	plot	confusion	`face`
face_detect_v0_n	898	3.01M	0.97	0.428	plot	confusion	`face`
face_detect_v0_s	3.49k	11.1M	N/A	N/A	N/A	N/A	`face`
face_detect_v1.1_n	898	3.01M	0.94	0.373	plot	confusion	`face`
face_detect_v1.1_s	3.49k	11.1M	0.94	0.405	plot	confusion	`face`

deepghs/real_person_detection

Model	Type	FLOPS	Params	F1 Score	Threshold	precision(B)	recall(B)	mAP50(B)	mAP50-95(B)	F1 Plot	Confusion	Labels
person_detect_v0_l_yv11	yolo	87.3G	25.3M	0.79	0.359	0.84037	0.74055	0.82796	0.57272	plot	confusion	`person`
person_detect_v0_m_yv11	yolo	68.2G	20.1M	0.78	0.351	0.83393	0.73614	0.82195	0.56267	plot	confusion	`person`
person_detect_v0_s_yv11	yolo	21.5G	9.43M	0.75	0.344	0.82356	0.6967	0.79224	0.52304	plot	confusion	`person`
person_detect_v0_n_yv11	yolo	6.44G	2.59M	0.71	0.325	0.80096	0.64148	0.74612	0.46875	plot	confusion	`person`
person_detect_v0_l	yolo	165G	43.6M	0.79	0.359	0.83674	0.74182	0.82536	0.57022	plot	confusion	`person`
person_detect_v0_m	yolo	79.1G	25.9M	0.78	0.363	0.83439	0.72529	0.81314	0.55388	plot	confusion	`person`
person_detect_v0_s	yolo	28.6G	11.1M	0.76	0.346	0.82522	0.69696	0.79105	0.52201	plot	confusion	`person`
person_detect_v0_n	yolo	8.19G	3.01M	0.72	0.32	0.80883	0.64552	0.74996	0.47272	plot	confusion	`person`

deepghs/real_head_detection

Model	Type	FLOPS	Params	F1 Score	Threshold	precision(B)	recall(B)	mAP50(B)	mAP50-95(B)	F1 Plot	Confusion	Labels
head_detect_v0_l_yv11	yolo	87.3G	25.3M	0.81	0.199	0.90226	0.72872	0.81049	0.5109	plot	confusion	`head`
head_detect_v0_m_yv11	yolo	68.2G	20.1M	0.8	0.206	0.89855	0.72654	0.80704	0.50804	plot	confusion	`head`
head_detect_v0_s_yv11	yolo	21.5G	9.43M	0.78	0.187	0.88726	0.69234	0.77518	0.47825	plot	confusion	`head`
head_detect_v0_n_yv11	yolo	6.44G	2.59M	0.74	0.14	0.87359	0.64011	0.73393	0.44118	plot	confusion	`head`
head_detect_v0_l	yolo	165G	43.6M	0.81	0.234	0.89921	0.74092	0.81715	0.51615	plot	confusion	`head`
head_detect_v0_m	yolo	79.1G	25.9M	0.8	0.228	0.90006	0.72646	0.80614	0.50586	plot	confusion	`head`
head_detect_v0_s	yolo	28.6G	11.1M	0.78	0.182	0.89224	0.69382	0.77804	0.48067	plot	confusion	`head`
head_detect_v0_n	yolo	8.19G	3.01M	0.74	0.172	0.8728	0.64823	0.73865	0.44501	plot	confusion	`head`

deepghs/real_face_detection

Model	Type	FLOPS	Params	F1 Score	Threshold	precision(B)	recall(B)	mAP50(B)	mAP50-95(B)	F1 Plot	Confusion	Labels
face_detect_v0_s_yv12	yolo	21.5G	9.25M	0.74	0.272	0.86931	0.6404	0.73074	0.42652	plot	confusion	`face`
face_detect_v0_n_yv12	yolo	6.48G	2.57M	0.7	0.258	0.85246	0.59089	0.6793	0.39182	plot	confusion	`face`
face_detect_v0_l_yv11	yolo	87.3G	25.3M	0.77	0.291	0.88458	0.67474	0.76666	0.45722	plot	confusion	`face`
face_detect_v0_m_yv11	yolo	68.2G	20.1M	0.76	0.262	0.87947	0.67315	0.76073	0.45288	plot	confusion	`face`
face_detect_v0_s_yv11	yolo	21.5G	9.43M	0.73	0.271	0.87001	0.63572	0.72683	0.42706	plot	confusion	`face`
face_detect_v0_n_yv11	yolo	6.44G	2.59M	0.7	0.263	0.86044	0.58577	0.67641	0.38975	plot	confusion	`face`
face_detect_v0_l	yolo	165G	43.6M	0.76	0.277	0.87894	0.67335	0.76313	0.4532	plot	confusion	`face`
face_detect_v0_m	yolo	79.1G	25.9M	0.75	0.277	0.87687	0.66265	0.75114	0.44262	plot	confusion	`face`
face_detect_v0_s	yolo	28.6G	11.1M	0.73	0.282	0.86932	0.63557	0.72494	0.42219	plot	confusion	`face`
face_detect_v0_n	yolo	8.19G	3.01M	0.7	0.257	0.85337	0.58877	0.67471	0.38692	plot	confusion	`face`