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Oriented Object Detection on DIOR-R (test)

73.98APL

IGOFormer

Updated 4d ago

Evaluation Results

Method
IGOFormer 2026.02	73.98	49.79	75.85	87.07	49.51	78.65	84.51	72.87	36.22	73.55	82.66	47.48	60.9	89.61	76.76	76.26	87.38	52.71	58.33	71.25	-	69.27	-
GWD 2026.02	69.68	28.83	74.32	81.49	29.62	72.67	76.45	63.14	27.13	77.19	78.94	39.11	42.18	79.1	70.41	58.69	81.52	47.78	44.47	62.63	-	60.31	-
H2RBox 2023.11	68.1	13	75	85.4	19.4	72.1	64.4	60	23.6	68.9	78.4	34.7	44.2	79.3	65.2	69.1	81.5	53	40	61.5	64.06	57.5	-
S2A-Net 2026.02	67.98	44.44	71.63	81.39	42.66	72.72	79.03	70.4	27.08	75.56	81.02	43.41	56.45	81.12	68	70.03	87.07	53.88	51.12	65.31	-	64.5	-
H2RBox-v2 2023.11	67.2	37.7	55.6	80.8	29.3	66.8	76.1	58.4	26.4	53.9	80.3	25.3	48.9	78.8	67.6	62.4	82.5	49.7	42	63.1	67.8	57.64	-
KLD 2026.02	66.52	46.8	71.76	81.43	40.81	78.25	79.23	66.63	29.01	78.68	80.19	44.88	57.23	80.91	74.17	68.02	81.48	54.63	47.8	64.41	-	64.63	-
ARS-DETR 2026.02	65.82	53.4	74.22	81.11	42.13	76.23	82.24	71.52	38.9	75.91	77.91	33.03	57.02	84.82	69.71	72.2	80.33	58.91	51.52	70.73	-	65.9	-
OrientedFormer 2026.02	65.65	48.69	78.79	87.17	41.9	76.34	34.37	72.14	81.4	75.34	79.83	45.15	56.12	88.66	67.59	72.68	87.32	60.31	56.54	69.56	-	67.28	-
Oriented RCNN 2026.02	63.31	43.1	71.89	81.17	44.78	72.64	80.12	69.67	33.78	77.92	83.11	46.29	58.31	81.17	74.54	62.32	81.29	56.3	43.78	65.26	-	64.53	-
ReDet 2026.02	63.22	44.18	72.11	81.26	43.83	72.72	79.1	69.78	28.45	78.69	77.18	48.24	56.81	81.17	69.17	62.73	81.42	54.9	44.04	66.37	-	63.81	-
RoI Trans. 2026.02	63.18	44.33	71.91	81.26	42.19	72.64	79.3	69.67	29.42	77.33	82.88	48.09	57.03	81.18	77.32	62.45	81.38	54.34	43.91	66.3	-	64.31	-
Oriented R-CNN 2023.11	63.1	34	79.1	87.6	41.2	72.6	76.6	65	26.9	69.4	82.8	40.7	55.9	81.1	72.9	62.7	81.4	53.6	43.2	65.6	69.88	62.8	-
Rotated Faster RCNN 2026.02	63.07	40.22	71.89	81.36	39.67	72.51	79.19	69.45	26	77.93	82.28	46.91	53.9	81.03	75.77	62.54	81.42	54.5	43.17	65.73	-	63.41	-
Gliding Vertex 2026.02	62.67	38.56	71.94	81.2	37.73	72.48	78.62	69.04	22.81	77.89	82.13	46.22	54.76	81.03	74.88	62.54	81.41	54.25	43.22	65.13	-	62.91	-
R3Det 2026.02	62.55	43.44	71.72	81.48	36.49	72.63	79.5	64.41	27.02	77.36	77.17	40.53	53.33	79.66	69.22	61.1	81.54	52.18	43.57	64.13	-	61.91	-
AOPG 2026.02	62.39	37.79	71.69	87.63	40.9	72.47	31.08	65.42	77.99	73.2	81.94	42.32	54.45	81.17	72.69	71.31	81.49	60.04	52.38	69.99	-	64.41	-
Rotated FCOS 2026.02	62.31	42.18	75.34	81.32	39.26	74.89	77.42	68.67	26	73.94	78.73	41.28	54.19	80.61	66.92	69.17	87.2	52.31	47.08	65.21	-	63.21	-
Rotated ATSS 2026.02	62.19	44.63	71.55	81.42	41.08	72.37	78.54	67.5	30.56	75.69	79.11	42.77	56.31	80.92	67.78	69.24	81.62	55.45	47.79	64.1	-	63.52	-
SASM 2026.02	61.41	46.03	73.22	82.04	29.41	71.03	69.22	53.91	30.63	70.04	77.02	39.33	47.51	78.62	66.14	62.92	79.93	54.41	40.62	63.01	-	59.81	-
Rotated FCOS 2023.11	61.4	38.7	74.3	81.1	30.9	72	74.1	62	25.3	69.7	79	32.8	48.5	80	63.9	68.2	81.4	46.4	42.7	64.4	66.59	59.83	-
CFA 2026.02	61.1	44.93	77.62	84.67	37.69	75.71	82.68	72.03	33.41	77.25	79.94	46.2	54.27	87.01	70.43	69.58	81.55	55.51	49.53	64.92	-	65.25	-
Rotated RetinaNet 2023.11	58.9	19.8	73.1	81.3	17	72.6	68	47.3	20.7	74	73.9	32.5	32.4	75.1	67.2	58.9	81	44.5	38.3	62.6	64.26	54.96	-
PointOBB 2023.11	58.4	17.1	70.7	77.7	0.1	70.3	64.7	4.5	7.2	0.8	74.2	9.9	9.1	69	38.2	49.8	46.1	16.8	32.4	29.6	54.8	37.31	-
PointOBB 2023.11	58.2	15.3	70.5	78.6	0.1	72.2	69.6	1.8	3.7	0.3	77.3	16.7	4	79.2	39.6	51.7	44.9	16.8	33.6	27.7	57.38	38.08	-
P2BNet + H2RBox 2023.11	52.7	0.1	60.6	80	0.1	22.6	11.5	5.2	0.7	0.2	42.8	2.8	0.2	25.1	8.6	29.1	69.8	9.6	7.4	22.6	42.65	22.59	-
P2BNet + H2RBox-v2 2023.11	51.6	3	65.2	78.3	0.1	8.1	7.6	6.3	0.8	0.3	44.9	2.3	0.1	35.9	9.3	39.2	79	8.8	10.3	21.3	45.94	23.61	-
WSODet 2023.11	20.7	29	63.2	67.3	0.2	65.5	0.4	0.1	0.3	49	28.9	0.3	1.5	1.2	53.4	16.4	40	0.1	6.1	0.1	28.46	22.2	-
Point2Mask-RBox 2023.11	15.6	0.1	50.6	25.4	4.2	50.9	23.8	17.5	8.1	0.8	9.6	1.4	15.3	1.6	5.8	6.3	17.9	7.1	4.5	9.2	15.25	13.77	-
RetinaNet-O 2024.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	57.55
FR-OBB 2024.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	59.54
RT 2024.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	63.87
LSKNet-S 2024.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	65.9
GGHL 2024.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	66.48
Oriented Rep 2024.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	66.71
DCFL 2024.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	66.8
PKINet-S 2024.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	67.03
ResNet-50 2025.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	64.3
FasterNet-T2 2025.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	63.66
ARC-R50 2025.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	65.51
LSKNet-S 2025.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	65.9
EfficientFormerV2-S2 2025.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	65
DecoupleNet-D2 2025.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	67.08
PKINet-S 2025.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	67.03
LWGANet-L2 2025.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	68.53