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SotA/Methodology/16k/nuScenes

16k on nuScenes

Metric: mAVE (higher is better)

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#Model↕mAVE▼AugmentationsPaperDate↕Code
1PointNet2.21No---
2KPConvPillars2.08No---
35531.74No---
4HZ1.71No---
5Camera1.66No---
6Monodis reproduction with zip1.66No---
7yy1.63No---
8CenterNet1.63No---
9camera_car1.63No---
10IPD3D1.61No---
11DHNet1.59No---
12MinkPoint1.59No---
13LRM01.58No---
14RadarFusion1.58No---
15Peixuan1.58No---
16MonoDIS1.55No---
17MAOLoss1.53No---
18BirdNet+ (multisweep)1.53No---
19SAIC ADC1.52No---
20PGD, Camera1.51No---
213D-GCK1.51No---
22Vidar1.48No---
23SparsePoint1.45No---
24FCOS3D1.434NoFCOS3D: Fully Convolutional One-Stage Monocular ...2021-04-22Code
25MMDet3D, Camera1.43No---
26JerryAI1.43No---
27TeamDark1.43No---
28Team XD1.43No---
29YZ_20191.41No---
30WhiteWolf1.41No---
31mqdao1.4No---
32YZ20191.39No---
33ATME1.36No---
34lgdnumber21.36No---
35Radiant1.35No---
36IAIR-Pioneer1.34No---
37QD-3DT1.31No---
38atss3d1.23No---
39atss-3d1.23No---
40Wang Qitai1.22No---
41ImmortalTracker1.22No---
42dawn1.18No---
43weareateam1.17No---
44FCOS3D-DSG1.15No---
45M^2BEV_Det&Seg1.12No---
46yingfei1.09No---
47LGDnumber11.08No---
48EPro-PnP-Det v21.071NoEPro-PnP: Generalized End-to-End Probabilistic P...2023-03-22Code
49EPro-PnP-Det v21.07No---
50EPro-PnP-Det v11.067NoEPro-PnP: Generalized End-to-End Probabilistic P...2022-03-24Code
51MG1.06No---
52M^2BEV_Det1.05No---
53M^2BEV, Camera1.05No---
54Pinkie Pie1.04No---
55first1.04No---
56wintercoconut1.02No---
57DD3D1.01No---
58FudanZVG-TPD-e1No---
59tsu-mdf1No---
60Freespace1No---
61InfoFocus1NoInfoFocus: 3D Object Detection for Autonomous Dr...2020-07-16-
62Henry1No---
63VIPL_ICT1No---
64SECOND + PointPillars1No---
65Only one1No---
66Radar-PointGNN: Graph convolutions0.99No---
67qww0.99No---
68BEVDet-Beta0.98No---
69PegasusAI-B0.98No---
70ufchaq729380.97No---
71PeaceLove0.97No---
72PETR_Radar_Fusion0.95No---
73FTM3D0.95No---
74RepTrans0.91No---
75xin.lu0.89No---
76TESTB3DTV0.88No---
77SRCN3D0.88No---
78BEV3D0.86No---
79ORA3D0.85No---
80DETR3D0.85No---
81PolarDETR0.84No---
82CFT-BEV3D0.83No---
83PETR-e0.81No---
84yunzhu0.79No---
85Graph-DETR3D0.79No---
86CFT-BEV3D0.79No---
87zongmu-CV0.78No---
88CascadeNet0.78No---
89DLLA-search0.74No---
90RCBEV0.7No---
91Detr4d0.67No---
92puppyboy0.63No---
93CenterFusion0.61No---
94DETNT0.57No---
95AD3D0.54No---
96mmfusion0.54No---
97RightOrange0.53No---
98ada-mmfusion0.53No---
99L-G0.52No---
100xin.lu.20.5No---
101CAM4D0.49No---
102TransCAR0.49No---
103mincheol moon0.49No---
104auto5D0.48No---
105ZMfusion0.48No---
106Detr3d_RV0.48No---
107Daimler_RD_ASA-HD Frustum PointNet0.48No---
108PolarFormer-pure0.47No---
109AutoD0.47No---
110DGroup0.46No---
111gznyyb0.45No---
112PolarFormer0.44No---
113Yinhaoli0.44No---
114RC-BEVFusion0.44No---
115RCM_Fusion0.43No---
116BEV_align_fpn0.43No---
117RVFUSION0.43No---
118BEVFormer-pure0.43No---
119sina0.43No---
120RCF3600.43No---
121det229470.42No---
122ASCNet-1-5s0.42No---
123Inspur-MASTER-3D0.42No---
124Inspur-MASTER-3D0.42No---
125DEPE0.41No---
126obj_30.41No---
127obj_10.41No---
1284DMVT-RCNN0.4No---
129bevdepth0.4No---
130PiCasso4D0.4No---
131CenterPoint_mmdet3D0.39No---
132Brave0.39No---
133obj_40.39No---
134ayil1e0.39No---
135OA-BEV0.39No---
136VoxelFormer0.39No---
137Capstone team0.39No---
1384DMVT-BEV0.38No---
139KPRDepth0.38No---
140DC-Sym-Residual0.38No---
141BEVFormer0.38NoBEVFormer: Learning Bird's-Eye-View Representati...2022-03-31Code
142BEVFormer0.38NoBEVFormer: Learning Bird's-Eye-View Representati...2022-03-31Code
143X3KD0.38No---
144SSL_CP_Flow0.37No---
145obj_60.37No---
146obj_50.37No---
147PETRv2-pure0.37No---
148Rover0.37No---
149lyra0.37No---
150boring_test_90.37No---
151convnext0.37No---
152yangfan2930.36No---
153Focal-PETRv2e0.36No---
154MV-BEVT0.36No---
155DA-HydraFormer0.36No---
156ppyolo0.36No---
157qichuangeng0.35No---
158CVFNet0.35No---
159BEVDepth-pure0.35No---
160swin-b-nuimage-2key0.35No---
161TJU-IMMLab_CC0.35No---
162BEVerse0.35No---
163Spirit of Optimus0.35No---
164CenterPP-Large0.34No---
165stool0.34No---
166s22kdist210.34No---
167ghkbkhjbjn0.34No---
168zhanghdgeh0.34No---
169ECARX_BEVNet0.34No---
170PETR v20.34No---
171llstm0.34No---
172CLIP-BEVFormer0.336No---
173Jck0.33No---
174HotSpotNet-0.1m0.33No---
175BevDepth++0.33No---
176PolarStream-4-PCx10.33No---
177Inspur_DABNet4D-pure0.33No---
178HEU0.33No---
179BEVDistill0.33No---
180Inspur-MASTER-v20.33No---
181DAMEN0.33No---
182Syn-Aug10.33No---
183HQUJIN0.33No---
184VisionDP0.33No---
185VisionGroup0.33No---
186wangzehao0.33No---
187bevfusion-re0.32No---
188BEVDepthFormer0.32No---
189Sotirios0.32No---
190tarane0.32No---
191jinkkun0.32No---
192liyinhao12340.32No---
193bevdepth0.32No---
194Sparse4d_vovnet990.32No---
195AGO-Net0.32No---
196ZongMu-CV0.32No---
197RadarFormer0.32No---
198joint0.32No---
199MVP0.31NoMultimodal Virtual Point 3D Detection2021-11-12Code
200subProcess0.31No---
201FIFA3D0.31No---
202TiG-BEV0.31No---
203Team_Simon0.31No---
204Real4d0.31No---
205Reconfig PP0.31No---
206cvprspa20.31No---
207BEVDet4D0.301NoBEVDet4D: Exploit Temporal Cues in Multi-camera ...2022-03-31Code
208MixFusion0.3No---
209Fast-CLOCs0.3No---
210AFDetV20.3No---
211FMF-VoxelNet0.3No---
212Sy0.3No---
213PointPillars + DSA0.3No---
214BEVDet4D0.3No---
215dang0.3No---
216xpnet0.29No---
217TransFusion0.29No---
218CenterPoint-Single0.29No---
219centerpoints0.29No---
220CyliNet-RG single0.29No---
221BEVDepth-AeDet0.29No---
222luuminhquan_openpcdet0.29No---
223PE-RVCN0.29No---
224pointpainting0.29No---
225Star-Optimus0.29No---
226test3330.28No---
227DCAN0.28No---
228yangfan0.28No---
229Chaokang_Jiang0.28No---
230Convoy0.28No---
231TransFusion-L0.28No---
232HanyangSpa0.28No---
233SPV-SSD0.28No---
234Noah CV Lab & Octopus 20.28No---
235Center+R-CNN0.28No---
236Revise_CenterPoint0.28No---
237Baidu_vis_3d0.28No---
238CenterPoint-VID0.28No---
239MEFormer0.27NoRobust Multimodal 3D Object Detection via Modali...2024-07-27Code
240YZLFusion0.27No---
241ChangYuan0.27No---
242BEVFusion-base0.27No---
2433D Dual-Fusion_T0.27No3D Dual-Fusion: Dual-Domain Dual-Query Camera-Li...2022-11-24Code
2443D Dual-Fusion_T0.27No3D Dual-Fusion: Dual-Domain Dual-Query Camera-Li...2022-11-24Code
245GTFS0.27No---
246BEVFusion0.27No---
247Leapmotor_huhaotian0.27No---
248asdasdzz0.27No---
249FusionPainting0.27No---
250DS VinFast0.27No---
251wilfred zaha0.27No---
252picolo0.27No---
253SJTU_VVISION0.27No---
254test44440.27No---
255SJTU AI Institute and Noah CV Lab0.27No---
256AutoAlign0.27No---
257epoch_40_s0.10.27No---
258TransFusion_fading_yqwang0.27No---
259CenterPoint + CBMOT0.27No---
260epoch_39_s0.30.27No---
261epoch_40_s0.40.27No---
262rewq0.27No---
263CVCNet-Single0.27No---
264SSN0.27No--Code
265Reconfig PP v30.27NoCylinder3D: An Effective 3D Framework for Drivin...2020-08-04Code
266v-test0.27No---
267xixi0.27No---
268VBNET0.27No---
269DAA0.26No---
270SparseFusion0.26No---
271SemanticBEVFusion0.26No---
272Deeplearner0.26No---
273MSMDFusion0.26No---
274q2rdasdsad10.26No---
275VFF0.26No---
276LidarMultiNet0.26No---
2773D Dual-Fusion0.26No---
278spacvpr10.26No---
27995410.26No---
280JasonChen0.26No---
281LRCF360-Single0.26No---
282VideoBEV-Base0.26No---
283centerpoint_pillars_gcn0.26No---
284PiFeNet0.26No---
285SSN-v10.26No--Code
286Utrans-Fusion0.25No---
287DeepInteraction-base0.25No---
288ADLab-BEVFusion-pure0.25No---
289DAA AVP0.25No---
290DSVT0.25NoDSVT: Dynamic Sparse Voxel Transformer with Rota...2023-01-15Code
291CenterPoint0.25NoCenter-based 3D Object Detection and Tracking2020-06-19Code
292Damo0.25No---
293MTA-Net0.25No---
294HongdaChang0.25No---
295PVC_ensemble0.25No---
296Noah CV Lab & Octopus0.25No---
297S2M2-SSD0.25No---
298HyDRa0.25NoUnleashing HyDRa: Hybrid Fusion, Depth Consisten...2024-03-12Code
299DWS-pillar0.25No---
3007919145610.25No---
301PointPainting0.25No---
302RacoonPower0.24No---
303FusionVPE0.24No---
304UniTR0.24NoUniTR: A Unified and Efficient Multi-Modal Trans...2023-08-15Code
305LargeKernel-F0.24No---
306VXTR-tta0.24No---
307FocalSparseCNN0.24No---
308PCIE0.24No---
309PillarNet-340.24No---
310ARNet0.24No---
311Centerpoint+SA-FPN0.24No---
312DWS-medium0.24No---
313Don-60.24No---
314demar-ctpt-200.24No---
3153D-CVF_v20.24No---
316BEVFormer v2 Opt0.24No---
317StreamPETR-Base0.24No---
318DTIF0.24No---
319CRIPAC0.24No---
320MTV0.24No---
321DeepInteraction-e0.23No---
322MSMDFusion-TTA0.23No---
323FocalFormer3D-F0.23NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
324PAI3D0.23No---
325SJTU20.23No---
326LinK0.23No---
327MDRNet-L0.23No---
328smallrot_noflip0.23No---
329Centerpoint+LiDAR-Mixup0.23No---
330JianhuiLiu0.23No---
331fliptta-demo0.23No---
332BEVFusion-e0.22NoBEVFusion: Multi-Task Multi-Sensor Fusion with U...2022-05-26Code
333DeepInteraction-large0.22No---
334yuhahad0.22No---
335FocalFormer3D-L0.22NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
336VirConv0.22No---
337UVTR-Multimodality0.22No---
338pcd_lidar_990.22No---
339VISTA0.22No---
340test_11110.22No---
341AOP-Net0.22No---
342ground-ctpt0.22No---
343MegFusion0.21No---
344CenterPoint-Fusion0.21No---
345ADS-TEAM0.21No---
346RLVNet0.21No---
347ADS-FUSION0.21No---
348SJTU-VISION0.21No---
349MoCa (MMDet3D)0.21No---
350D-Align_CP0.21No---
351DWS-large0.21No---
352RAANet0.21No---
353PatternFormer0.21No---
354EA-LSS0.2NoEA-LSS: Edge-aware Lift-splat-shot Framework for...2023-03-31Code
355FocalFormer3D-TTA0.2NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
356VPFusion0.2No---
357MMFusion-e0.19No---
358SphereFormer0.19No---
359MGTANet0.19NoMGTANet: Encoding Sequential LiDAR Points Using ...2022-12-01Code
360VideoBEV0.17No---
361BEVDet-dev2.00.17No---