Object Detection on DOTA v1.5 (test)

73.57mAPPKINet-v2-S

Evaluation Results

Method
PKINet-v2-S2026.03	73.57	80.4	85.15	56.33	75.14	52.7	82.69	89.12	90.89	79.53	68.96	65.73	73.72	77.76	76	72.79	50.15
LEGNet-S2025.03	72.89	80.48	85.04	55.64	74.86	52.64	82.16	89.11	90.88	84.55	68.91	66.21	74.16	77.44	74.68	65.76	4,375
LSKNet+ours2026.02	72.28	80.69	85.34	55.42	77.91	52.64	82.26	88.48	90.85	86.38	69.32	62.04	74.11	75.83	74.7	73.18	27.3
Strip R-CNN-S2025.01	72.27	80.04	83.26	54.4	75.38	52.46	81.44	88.53	90.83	84.8	69.65	65.93	73.28	69.7	74.04	—	3,898
Strip R-CNN-S2025.01	72.27	80.04	83.26	54.4	75.38	52.46	81.44	88.53	90.83	84.8	69.65	65.93	73.28	74.61	74.04	69.7	3,898
Strip R-CNN-S2025.01	72.27	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
Strip RCNN-S2026.03	72.27	80.04	83.26	54.4	75.38	52.46	81.44	88.53	90.83	84.8	69.65	65.93	73.28	74.61	74.04	69.7	38.98
S-RCNN+ours2026.02	71.57	80.14	82.02	51.89	76.42	52.52	81.45	88.21	90.88	85.76	68.52	62.34	72.68	74.01	74.97	71.2	32.1
PKINet-S2025.01	71.47	80.31	85	55.61	74.38	52.41	76.85	88.38	90.87	79.04	68.78	67.47	72.45	64.07	74.53	—	3,713
PKINet-S2025.01	71.47	80.31	85	55.61	74.38	52.41	76.85	88.38	90.87	79.04	68.78	67.47	72.45	76.24	74.53	64.07	3,713
PKINet-S2025.01	71.47	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
PKINet-S2025.03	71.47	80.31	85	55.61	74.38	52.41	76.85	88.38	90.87	79.04	68.78	67.47	72.45	76.24	74.53	64.07	3,713
PKINet2026.02	71.47	80.31	85	55.61	74.38	52.41	76.85	88.38	90.87	79.04	68.78	67.47	72.45	76.24	74.53	64.07	37.13
PKINet-v1-S2026.03	71.47	80.31	85	55.61	74.38	52.41	76.85	88.38	90.87	79.04	68.78	67.47	72.45	76.24	74.53	64.07	37.13
SOOD2025.03	70.39	80.32	84.41	52.59	74.77	58.48	76.9	86.97	90.87	78.62	76.56	62.93	71.16	74.64	76.04	55.97	2,509
LSKNet-S2025.01	70.26	72.05	84.94	55.41	74.93	52.42	77.45	81.17	90.85	79.44	69	62.1	73.72	55.81	75.29	—	4,219
LSKNet-S2025.01	70.26	72.05	84.94	55.41	74.93	52.42	77.45	81.17	90.85	79.44	69	62.1	73.72	77.49	75.29	55.81	4,219
LSKNet-S2025.01	70.26	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
LSKNet-S2025.03	70.26	72.05	84.94	55.41	74.93	52.42	77.45	81.17	90.85	79.44	69	62.1	73.72	77.49	75.29	55.81	4,219
LSKNet2026.02	70.26	72.05	84.94	55.41	74.93	52.42	77.45	81.17	90.85	79.44	69	62.1	73.72	77.49	75.29	55.81	42.19
LSKNet-S2026.03	70.26	72.05	84.94	55.41	74.93	52.42	77.45	81.17	90.85	79.44	69	62.1	73.72	77.49	75.29	55.81	42.19
S-RCNN2026.02	69.84	80.31	82.24	53.91	76.61	52.39	81.55	87.82	90.89	82.44	66.32	61.58	73.27	75.04	65.84	73.42	13.85
DCFL2025.01	67.37	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
DCFL2026.03	67.37	—	—	—	—	56.72	—	80.87	—	75.65	—	—	—	—	—	—	—
O-RCNN+ours2026.02	67.14	79.62	81.14	53.96	73.78	52.2	76.8	81.17	90.9	78.47	68.55	64.21	73.72	68.26	64.64	54.09	12.85
ReDet2025.01	66.86	79.2	82.81	51.92	71.41	52.38	75.73	80.92	90.83	75.81	68.64	49.29	72.03	63.33	70.55	—	1,153
ReDet2025.01	66.86	79.2	82.81	51.92	71.41	52.38	75.73	80.92	90.83	75.81	68.64	49.29	72.03	73.36	70.55	63.33	1,153
ReDet2025.01	66.86	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
ReDet2025.03	66.86	79.2	82.81	51.92	71.41	52.38	75.73	80.92	90.83	75.81	68.64	49.29	72.03	73.36	70.55	63.33	1,153
ReDet2026.02	66.86	79.2	82.81	51.92	71.41	52.38	75.73	80.92	90.83	75.81	68.64	49.29	72.03	73.36	70.55	63.33	11.53
ReDet2026.03	66.86	79.2	82.81	51.92	71.41	54.08	75.73	80.92	90.83	75.81	68.64	49.29	72.03	73.36	70.55	63.33	11.53
O-RCNN2026.02	66.77	79.68	81.72	53.36	72.17	52.26	76.47	81	90.86	78.93	68.18	65.05	72.17	67.68	65.23	56.11	7.42
RoI Trans.2026.02	65.5	71.7	82.7	53	71.5	51.3	74.6	80.6	90.4	78	68.3	53.1	73.4	73.9	65.6	56.9	3
HTC2025.01	63.4	77.8	73.67	51.4	63.99	51.54	73.31	80.31	90.48	75.12	67.34	48.51	70.63	55.87	64.48	—	515
HTC2025.01	63.4	77.8	73.67	51.4	63.99	51.54	73.31	80.31	90.48	75.12	67.34	48.51	70.63	64.84	64.48	55.87	515
HTC2025.01	63.4	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
HTC2025.03	63.4	77.8	73.67	51.4	63.99	51.54	73.31	80.31	90.48	75.12	67.34	48.51	70.63	64.84	64.48	55.87	515
HTC2026.02	63.4	77.8	73.67	51.4	63.99	51.54	73.31	80.31	90.48	75.12	67.34	48.51	70.63	64.84	64.48	55.87	5.15
HTC2026.03	63.4	77.8	73.67	51.4	63.99	51.54	73.31	80.31	90.48	75.12	67.34	48.51	70.63	64.84	64.48	55.87	5.15
Mask R-CNN2025.01	62.67	76.84	73.51	49.9	57.8	51.31	71.34	79.75	90.46	74.21	66.07	46.21	70.61	57.81	64.46	—	942
Mask R-CNN2025.01	62.67	76.84	73.51	49.9	57.8	51.31	71.34	79.75	90.46	74.21	66.07	46.21	70.61	63.07	64.46	57.81	942
Mask RCNN2025.01	62.67	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
Mask R-CNN2025.03	62.67	76.84	73.51	49.9	57.8	51.31	71.34	79.75	90.46	74.21	66.07	46.21	70.61	63.07	64.46	57.81	942
Mask R-CNN2026.02	62.67	76.84	73.51	49.9	57.8	51.31	71.34	79.75	90.46	74.21	66.07	46.21	70.61	63.07	64.46	57.81	9.42
Mask RCNN2026.03	62.67	76.84	73.51	49.9	57.8	51.31	71.34	79.75	90.46	74.21	66.07	46.21	70.61	63.07	64.46	57.81	9.42
FR-O2025.01	62	71.89	74.47	44.45	59.87	51.28	68.98	79.37	90.78	77.38	67.5	47.75	69.72	60.47	65.28	—	154
FR-O2025.01	62	71.89	74.47	44.45	59.87	51.28	68.98	79.37	90.78	77.38	67.5	47.75	69.72	61.22	65.28	60.47	154
FR-O2025.01	62	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
FR-O2025.03	62	71.89	74.47	44.45	59.87	51.28	68.98	79.37	90.78	77.38	67.5	47.75	69.72	61.22	65.28	60.47	154
R. F-RCNN2026.02	62	71.89	74.47	44.45	59.87	51.28	68.98	79.37	90.78	77.38	67.5	47.75	69.72	61.22	65.28	60.47	1.54
FR-O2026.03	62	71.89	74.47	44.45	59.87	51.28	68.98	79.37	90.78	77.38	67.5	47.75	69.72	61.22	65.28	60.47	1.54
RetinaNet-O2025.01	59.16	71.43	77.64	42.12	64.65	44.53	56.79	73.31	90.84	76.02	59.96	46.95	69.24	48.06	64.52	—	83
RetinaNet-O2025.01	59.16	71.43	77.64	42.12	64.65	44.53	56.79	73.31	90.84	76.02	59.96	46.95	69.24	59.65	64.52	48.06	83
RetinaNet-O2025.01	59.16	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
RetinaNet-O2025.03	59.16	71.43	77.64	42.12	64.65	44.53	56.79	73.31	90.84	76.02	59.96	46.95	69.24	59.65	64.52	48.06	83
RetinaNet-O2026.02	59.16	71.43	77.64	42.12	64.65	44.53	56.79	73.31	90.84	76.02	59.96	46.95	69.24	59.65	64.52	48.06	0.83
RetinaNet-O2026.03	59.16	71.43	77.64	42.12	64.65	44.53	56.79	73.31	90.84	76.02	59.96	46.95	69.24	59.65	64.52	48.06	0.83