2D Object Detection on COCO (Common Objects in Context)

Metric: FPS (V100, b=1) (higher is better)

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#	Model↕	FPS (V100, b=1)▼	Augmentations	Paper	Date↕	Code
1	YOLOv6-N	779	Yes	YOLOv6 v3.0: A Full-Scale Reloading	2023-01-13	Code
2	DAMO-YOLO-T	397	No	DAMO-YOLO : A Report on Real-Time Object Detecti...	2022-11-23	Code
3	YOLOv6-S	339	No	YOLOv6 v3.0: A Full-Scale Reloading	2023-01-13	Code
4	DAMO-YOLO-S	325	No	DAMO-YOLO : A Report on Real-Time Object Detecti...	2022-11-23	Code
5	DAMO-YOLO-M	233	No	DAMO-YOLO : A Report on Real-Time Object Detecti...	2022-11-23	Code
6	YOLOv6-M	175	No	YOLOv6 v3.0: A Full-Scale Reloading	2023-01-13	Code
7	DAMO-YOLO-L	126	No	DAMO-YOLO : A Report on Real-Time Object Detecti...	2022-11-23	Code
8	YOLOv3	123	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
9	YOLOv7-X	114	No	YOLOv7: Trainable bag-of-freebies sets new state...	2022-07-06	Code
10	PRB-FPN-CSP	113	No	Parallel Residual Bi-Fusion Feature Pyramid Netw...	2020-12-03	Code
11	YOLOv6-L	98	No	YOLOv6 v3.0: A Full-Scale Reloading	2023-01-13	Code
12	YOLOv6-S6(1280)	98	No	YOLOv6 v3.0: A Full-Scale Reloading	2023-01-13	Code
13	PRB-FPN-MSP	94	No	Parallel Residual Bi-Fusion Feature Pyramid Netw...	2020-12-03	Code
14	YOLOv7-W6(1280)	84	No	YOLOv7: Trainable bag-of-freebies sets new state...	2022-07-06	Code
15	PP-YOLOE+_L(distillation)	78	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
16	PP-YOLOE+_L	78	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
17	PRB-FPN-ELAN	70	No	Parallel Residual Bi-Fusion Feature Pyramid Netw...	2020-12-03	Code
18	YOLOv5-X	62.5	No	YOLOX: Exceeding YOLO Series in 2021	2021-07-18	Code
19	YOLOv7-E6(1280)	56	No	YOLOv7: Trainable bag-of-freebies sets new state...	2022-07-06	Code
20	YOLOR-P6D	49	No	You Only Learn One Representation: Unified Netwo...	2021-05-10	Code
21	YOLOR-P6	49	No	You Only Learn One Representation: Unified Netwo...	2021-05-10	Code
22	YOLOR-W6	47	Yes	You Only Learn One Representation: Unified Netwo...	2021-05-10	Code
23	PP-YOLOE+_X	45	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
24	YOLOv7-D6(1280)	44	No	YOLOv7: Trainable bag-of-freebies sets new state...	2022-07-06	Code
25	YOLOv4-S	38	No	YOLOv4: Optimal Speed and Accuracy of Object Det...	2020-04-23	Code
26	YOLOR-E6	37	Yes	You Only Learn One Representation: Unified Netwo...	2021-05-10	Code
27	YOLOv7-E6E(1280)	36	No	YOLOv7: Trainable bag-of-freebies sets new state...	2022-07-06	Code
28	PRB-FPN6-E-ELAN(1280)	31	No	Parallel Residual Bi-Fusion Feature Pyramid Netw...	2020-12-03	Code
29	YOLOv4-M	31	No	YOLOv4: Optimal Speed and Accuracy of Object Det...	2020-04-23	Code
30	YOLOR-D6	30	Yes	You Only Learn One Representation: Unified Netwo...	2021-05-10	Code
31	YOLOv6-L6(1280)	26	No	YOLOv6: A Single-Stage Object Detection Framewor...	2022-09-07	Code
32	Faster RCNN-FPN+	26	Yes	End-to-End Object Detection with Transformers	2020-05-26	Code
33	YOLOv4-L	23	No	YOLOv4: Optimal Speed and Accuracy of Object Det...	2020-04-23	Code
34	YOLOv5n	6.3	Yes	-	-	Code

#1YOLOv6-NSOTA
779
FPS (V100, b=1)· Augmentations· 2023-01-13
YOLOv6 v3.0: A Full-Scale Reloading Code
#2DAMO-YOLO-TSOTA
397
FPS (V100, b=1)· 2022-11-23
DAMO-YOLO : A Report on Real-Time Object Detection Design Code
#3YOLOv6-S
339
FPS (V100, b=1)· 2023-01-13
YOLOv6 v3.0: A Full-Scale Reloading Code
#4DAMO-YOLO-S
325
FPS (V100, b=1)· 2022-11-23
DAMO-YOLO : A Report on Real-Time Object Detection Design Code
#5DAMO-YOLO-M
233
FPS (V100, b=1)· 2022-11-23
DAMO-YOLO : A Report on Real-Time Object Detection Design Code
#6YOLOv6-M
175
FPS (V100, b=1)· 2023-01-13
YOLOv6 v3.0: A Full-Scale Reloading Code
#7DAMO-YOLO-L
126
FPS (V100, b=1)· 2022-11-23
DAMO-YOLO : A Report on Real-Time Object Detection Design Code
#8YOLOv3SOTA
123
FPS (V100, b=1)· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#9YOLOv7-X
114
FPS (V100, b=1)· 2022-07-06
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors Code
#10PRB-FPN-CSPSOTA
113
FPS (V100, b=1)· 2020-12-03
Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection Code
#11YOLOv6-L
98
FPS (V100, b=1)· 2023-01-13
YOLOv6 v3.0: A Full-Scale Reloading Code
#12YOLOv6-S6(1280)
98
FPS (V100, b=1)· 2023-01-13
YOLOv6 v3.0: A Full-Scale Reloading Code
#13PRB-FPN-MSP
94
FPS (V100, b=1)· 2020-12-03
Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection Code
#14YOLOv7-W6(1280)
84
FPS (V100, b=1)· 2022-07-06
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors Code
#15PP-YOLOE+_L(distillation)
78
FPS (V100, b=1)· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#16PP-YOLOE+_L
78
FPS (V100, b=1)· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#17PRB-FPN-ELAN
70
FPS (V100, b=1)· 2020-12-03
Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection Code
#18YOLOv5-X
62.5
FPS (V100, b=1)· 2021-07-18
YOLOX: Exceeding YOLO Series in 2021 Code
#19YOLOv7-E6(1280)
56
FPS (V100, b=1)· 2022-07-06
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors Code
#20YOLOR-P6D
49
FPS (V100, b=1)· 2021-05-10
You Only Learn One Representation: Unified Network for Multiple Tasks Code
#21YOLOR-P6
49
FPS (V100, b=1)· 2021-05-10
You Only Learn One Representation: Unified Network for Multiple Tasks Code
#22YOLOR-W6
47
FPS (V100, b=1)· Augmentations· 2021-05-10
You Only Learn One Representation: Unified Network for Multiple Tasks Code
#23PP-YOLOE+_X
45
FPS (V100, b=1)· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#24YOLOv7-D6(1280)
44
FPS (V100, b=1)· 2022-07-06
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors Code
#25YOLOv4-SSOTA
38
FPS (V100, b=1)· 2020-04-23
YOLOv4: Optimal Speed and Accuracy of Object Detection Code
#26YOLOR-E6
37
FPS (V100, b=1)· Augmentations· 2021-05-10
You Only Learn One Representation: Unified Network for Multiple Tasks Code
#27YOLOv7-E6E(1280)
36
FPS (V100, b=1)· 2022-07-06
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors Code
#28PRB-FPN6-E-ELAN(1280)
31
FPS (V100, b=1)· 2020-12-03
Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection Code
#29YOLOv4-M
31
FPS (V100, b=1)· 2020-04-23
YOLOv4: Optimal Speed and Accuracy of Object Detection Code
#30YOLOR-D6
30
FPS (V100, b=1)· Augmentations· 2021-05-10
You Only Learn One Representation: Unified Network for Multiple Tasks Code
#31YOLOv6-L6(1280)
26
FPS (V100, b=1)· 2022-09-07
YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications Code
#32Faster RCNN-FPN+
26
FPS (V100, b=1)· Augmentations· 2020-05-26
End-to-End Object Detection with Transformers Code
#33YOLOv4-L
23
FPS (V100, b=1)· 2020-04-23
YOLOv4: Optimal Speed and Accuracy of Object Detection Code
#34YOLOv5n
6.3
FPS (V100, b=1)· Augmentations
No paperCode