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Object Detection on MSCOCO (val)

61.3AP

HIPIE

Updated 3d ago

Evaluation Results

Method
HIPIE 2023.07	61.3	-	-	-	45.8	65.7	75.9
ViTDet-H 2023.07	58.7	-	-	-	-	-	-
UNINEXT 2023.07	58.1	-	-	-	40.7	62.5	73.6
Cas. Mask-RCNN 2023.07	54.8	-	-	-	-	-	-
HIPIE 2023.07	53.9	-	-	-	37.5	58	68
YOLOv6-L 2022.11	52.5	-	70	-	-	-	-
DAMO-YOLO-L 2022.11	51.9	-	68.5	56.7	33.3	57	67.6
YOLOE-L 2022.11	51.4	-	68.9	55.6	31.4	55.3	66.1
UNINEXT 2023.07	51.3	-	-	-	32.6	55.7	66.5
YOLOv7 2022.11	51.2	-	69.7	55.9	31.8	55.5	65
DAMO-YOLO-L 2022.11	50.8	-	67.5	55.5	33.2	55.7	66.6
DAMO-YOLO-M 2022.11	50.4	-	67.2	55.1	31.6	55.3	67.1
YOLOX-L 2022.11	49.7	-	-	-	-	-	-
YOLOv6-M 2022.11	49.5	-	66.8	-	-	-	-
DAMO-YOLO-M 2022.11	49.2	-	65.5	53	29.7	53.1	66.1
YOLOv5-L 2022.11	49	-	67.3	-	-	-	-
YOLOE-M 2022.11	49	-	66.5	53	28.6	52.9	63.8
DN-DETR 2023.07	48.6	-	-	-	31	52	63.7
DAMO-YOLO-S 2022.11	47.7	-	63.5	51.1	26.9	51.7	64.9
YOLOX-M 2022.11	46.9	-	-	-	-	-	-
Deform. DETR 2023.07	46.9	-	-	-	29.6	50.1	61.6
DAMO-YOLO-S 2022.11	46	-	61.9	49.5	25.9	50.6	62.5
YOLOv5-M 2022.11	45.4	-	64.1	-	-	-	-
DAMO-YOLO-T 2022.11	43.6	-	59.4	46.6	23.3	47.4	61
YOLOv6-S 2022.11	43.5	-	60.4	-	-	-	-
YOLOE-S 2022.11	43	-	60.5	46.6	23.2	46.4	56.9
DAMO-YOLO-T 2022.11	42	-	58	45.2	23	46.1	58.5
YOLOX-S 2022.11	40.5	-	-	-	-	-	-
DAMO-YOLO-Nl 2022.11	40.5	-	57.6	43.3	20.7	44.5	60.9
YOLOv6-T 2022.11	40.3	-	56.6	-	-	-	-
Picodet-l 2022.11	39.4	-	-	-	-	-	-
YOLOv7-T-silu 2022.11	38.7	-	56.7	41.7	18.8	42.4	51.9
DAMO-YOLO-Nm 2022.11	38.2	-	54.7	40.8	20.2	41.7	57.6
Picodet-m 2022.11	37.5	-	-	-	-	-	-
YOLOv5-S 2022.11	37.4	-	56.8	-	-	-	-
yolov8n 2022.11	37.3	-	-	-	-	-	-
Nanodet-plus-m1.5x 2022.11	34.1	-	-	-	-	-	-
YOLOX-T 2022.11	32.8	-	-	-	-	-	-
Picodet-s 2022.11	32.5	-	-	-	-	-	-
DAMO-YOLO-Ns 2022.11	32.3	-	47.7	34.2	12.3	34.8	51.8
Nanodet-plus-m 2022.11	30.4	-	-	-	-	-	-
YOLOv5-N 2022.11	28	-	45.7	-	-	-	-
Picodet-xs 2022.11	26.2	-	-	-	-	-	-
Swin Transformer 2022.04	-	57.1	-	-	-	-	-
Cascade Eff-B7 NAS-FPN (1280) 2022.04	-	54.8	-	-	-	-	-
Cascade Eff-B7 NAS-FPN (1280) with frozen backbone 2022.04	-	55.7	-	-	-	-	-
Cascade Eff-B7 NAS-FPN (1280) with Copy-Paste 2022.04	-	55.9	-	-	-	-	-
Cascade Eff-B7 NAS-FPN (1280) with Copy-Paste and frozen backbone 2022.04	-	57	-	-	-	-	-
Self-training Copy-Paste 2022.04	-	57	-	-	-	-	-
Soft Teacher + Swin-L 2022.04	-	59.1	-	-	-	-	-
ResNet-50 2023.10	-	46.3	-	-	-	-	-
ResNeXt-101-32 2023.10	-	48.1	-	-	-	-	-
Base (Swin-Base) 2023.10	-	50.1	-	-	-	-	-
LORA (Swin-Base) 2023.10	-	46.1	-	-	-	-	-
TinyBert (Swin-Base) 2023.10	-	41.1	-	-	-	-	-
MaskAlign (Swin-Base) 2023.10	-	41.1	-	-	-	-	-
PELA (Swin-Base) 2023.10	-	49	-	-	-	-	-