MOT Challenge

MOT17-07-DPM

MOT17-01-DPM

MOT17-03-DPM

MOT17-06-DPM

MOT17-07-DPM

MOT17-08-DPM

MOT17-12-DPM

MOT17-14-DPM

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Benchmark:

MOT17 | MOT16 | MOT15 |

Short name:

Lif_TsimInt

Detector:

Public

Description:

Reference:

A. Hornakova, R. Henschel, B. Rosenhahn, P. Swoboda. Lifted Disjoint Paths with Application in Multiple Object Tracking. In ICML, 2020.

Last submitted:

June 23, 2020 (4 years ago)

Published:

June 26, 2020 at 11:22:02 CET

Submissions:

Project page / code:

https://github.com/AndreaHor/LifT_Solver

Open source:

Yes

Hardware:

3 Ghz

Runtime:

4.6 Hz

Benchmark performance:

Sequence	MOTA	IDF1	HOTA	MT	ML	FP	FN	Rcll	Prcn	AssA	DetA	AssRe	AssPr	DetRe	DetPr	LocA	FAF	ID Sw.	Frag
MOT17	58.2	65.2	50.7	674 (28.6)	791 (33.6)	16,850	217,944	61.4	95.4	54.9	47.1	59.6	78.5	49.8	77.4	81.5	0.9	1,022 (16.7)	2,062 (33.6)

Detailed performance:

Sequence	MOTA	IDF1	HOTA	MT	ML	FP	FN	Rcll	Prcn	AssA	DetA	AssRe	AssPr	DetRe	DetPr	LocA	FAF	ID Sw.	Frag
MOT17-01-DPM	46.7	57.1	45.8	6	11	24	3,404	47.2	99.2	58.1	36.2	60.6	80.1	37.2	78.1	80.4	0.1	7	14
MOT17-01-FRCNN	48.1	58.6	46.5	9	11	228	3,112	51.8	93.6	56.5	38.3	62.8	76.7	40.8	73.8	80.5	0.5	7	14
MOT17-01-SDP	48.9	58.3	46.2	9	10	253	3,032	53.0	93.1	54.2	39.5	61.2	75.4	42.0	73.9	80.3	0.6	9	19
MOT17-03-DPM	67.0	69.2	53.5	57	18	1,740	32,626	68.8	97.6	54.0	53.2	57.5	79.8	55.8	79.1	82.0	1.2	147	187
MOT17-03-FRCNN	66.0	70.2	53.9	56	23	1,307	34,124	67.4	98.2	55.9	52.3	58.9	81.0	54.7	79.6	81.9	0.9	109	194
MOT17-03-SDP	78.3	77.6	60.0	89	13	2,454	20,164	80.7	97.2	59.3	61.1	63.7	78.5	64.7	77.9	81.0	1.6	125	258
MOT17-06-DPM	56.2	63.7	51.0	70	87	693	4,448	62.3	91.4	55.1	47.4	68.2	69.4	51.3	75.2	81.7	0.6	22	91
MOT17-06-FRCNN	59.3	63.9	51.6	87	59	1,171	3,598	69.5	87.5	52.1	51.3	69.4	63.9	57.5	72.4	81.6	1.0	32	113
MOT17-06-SDP	60.5	66.1	52.8	101	64	1,256	3,374	71.4	87.0	54.0	51.9	71.8	63.5	58.7	71.5	81.4	1.1	29	103
MOT17-07-DPM	44.3	53.2	40.9	7	19	653	8,698	48.5	92.6	44.6	37.7	47.0	79.2	39.7	75.8	80.7	1.3	59	110
MOT17-07-FRCNN	43.2	55.6	42.5	9	17	1,057	8,476	49.8	88.8	48.0	37.9	51.5	76.5	40.8	72.7	80.1	2.1	59	137
MOT17-07-SDP	47.8	56.9	44.2	13	13	1,123	7,628	54.8	89.2	47.6	41.3	51.0	76.8	44.7	72.7	80.1	2.2	74	153
MOT17-08-DPM	33.7	46.5	40.3	15	38	164	13,802	34.7	97.8	56.6	28.7	58.9	85.7	29.4	83.1	84.9	0.3	32	38
MOT17-08-FRCNN	31.0	42.5	38.4	15	36	336	14,215	32.7	95.4	55.2	26.7	58.2	83.1	27.6	80.6	84.4	0.5	31	48
MOT17-08-SDP	34.6	47.5	41.0	18	33	364	13,404	36.5	95.5	56.8	29.6	59.7	83.8	30.7	80.2	83.7	0.6	47	61
MOT17-12-DPM	45.9	61.5	48.0	19	39	414	4,266	50.8	91.4	57.3	40.3	64.5	77.1	42.9	77.3	83.4	0.5	10	26
MOT17-12-FRCNN	44.0	56.8	44.6	16	42	311	4,535	47.7	93.0	52.7	37.9	60.1	77.5	40.1	78.1	83.7	0.3	11	19
MOT17-12-SDP	48.5	62.7	48.6	20	41	427	4,025	53.6	91.6	57.1	41.4	64.7	76.4	44.5	76.1	82.9	0.5	14	31
MOT17-14-DPM	36.9	50.6	36.1	16	77	397	11,216	39.3	94.8	43.4	30.2	45.8	78.5	31.4	75.8	80.3	0.5	56	95
MOT17-14-FRCNN	37.0	51.8	38.1	22	75	1,252	10,316	44.2	86.7	45.3	32.3	49.6	72.1	34.9	68.5	78.5	1.7	72	188
MOT17-14-SDP	41.7	55.5	40.3	20	65	1,226	9,481	48.7	88.0	46.1	35.5	50.7	72.5	38.5	69.5	78.9	1.6	70	163

Raw data:

download

MOT_FCG_plus

Lif_TsimInt

AFN17

Lif_TsimInt: Lifted Disjoint Paths with Application in Multiple Object Tracking