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SotA/Methodology/2D Classification/nuScenes

2D Classification on nuScenes

Metric: NDS (higher is better)

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#Model↕NDS▼AugmentationsPaperDate↕Code
1LabelDistill55.3NoLabelDistill: Label-guided Cross-modal Knowledge...2024-07-14Code
2EA-LSS0.78NoEA-LSS: Edge-aware Lift-splat-shot Framework for...2023-03-31Code
3MegFusion0.77No---
4MMFusion-e0.77No---
5DeepInteraction-e0.76No---
6BEVFusion-e0.76NoBEVFusion: Multi-Task Multi-Sensor Fusion with U...2022-05-26Code
7DeepInteraction-large0.76No---
8RacoonPower0.76No---
9MSMDFusion-TTA0.75No---
10FusionVPE0.75No---
11DAA0.75No---
12FocalFormer3D-F0.75NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
13CenterPoint-Fusion0.75No---
14UniTR0.75NoUniTR: A Unified and Efficient Multi-Modal Trans...2023-08-15Code
15ADS-TEAM0.75No---
16MEFormer0.74NoRobust Multimodal 3D Object Detection via Modali...2024-07-27Code
17SparseFusion0.74No---
18Utrans-Fusion0.74No---
19YZLFusion0.74No---
20ChangYuan0.74No---
21BEVFusion-base0.74No---
22FocalFormer3D-TTA0.74NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
23PAI3D0.74No---
24LargeKernel-F0.74No---
25VXTR-tta0.74No---
26FocalSparseCNN0.74No---
27test3330.73No---
28SemanticBEVFusion0.73No---
29xpnet0.73No---
303D Dual-Fusion_T0.73No3D Dual-Fusion: Dual-Domain Dual-Query Camera-Li...2022-11-24Code
313D Dual-Fusion_T0.73No3D Dual-Fusion: Dual-Domain Dual-Query Camera-Li...2022-11-24Code
32DeepInteraction-base0.73No---
33yuhahad0.73No---
34ADLab-BEVFusion-pure0.73No---
35Deeplearner0.73No---
36MSMDFusion0.73No---
37SJTU20.73No---
38PCIE0.73No---
39DAA AVP0.73No---
40LinK0.73No---
41FocalFormer3D-L0.73NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
42RLVNet0.73No---
43ADS-FUSION0.73No---
44SphereFormer0.73No---
45MDRNet-L0.73No---
46VPFusion0.73No---
47MGTANet0.73NoMGTANet: Encoding Sequential LiDAR Points Using ...2022-12-01Code
48DSVT0.73NoDSVT: Dynamic Sparse Voxel Transformer with Rota...2023-01-15Code
49FBMNet (Ours)0.721NoMulti-Modal 3D Object Detection by Box Matching2023-05-12Code
50bevfusion-re0.72No---
51GTFS0.72No---
52BEVFusion0.72No---
53TransFusion0.72No---
54Leapmotor_huhaotian0.72No---
55MixFusion0.72No---
56asdasdzz0.72No---
57smallrot_noflip0.72No---
58VirConv0.72No---
59FusionPainting0.72No---
60SJTU-VISION0.72No---
61q2rdasdsad10.72No---
62VFF0.72No---
63DCAN0.72No---
64LidarMultiNet0.72No---
65yangfan0.71No---
66DS VinFast0.71No---
673D Dual-Fusion0.71No---
68spacvpr10.71No---
69Chaokang_Jiang0.71No---
70Convoy0.71No---
71UVTR-Multimodality0.71No---
72MoCa (MMDet3D)0.71No---
73wilfred zaha0.71No---
74picolo0.71No---
75SJTU_VVISION0.71No---
76test44440.71No---
7795410.71No---
78SJTU AI Institute and Noah CV Lab0.71No---
79CenterPoint0.71NoCenter-based 3D Object Detection and Tracking2020-06-19Code
80Damo0.71No---
81MVP0.71NoMultimodal Virtual Point 3D Detection2021-11-12Code
82MTA-Net0.71No---
83PillarNet-340.71No---
84AutoAlign0.71No---
85HongdaChang0.71No---
86ARNet0.71No---
87TransFusion-L0.7No---
88HanyangSpa0.7No---
89SPV-SSD0.7No---
90Noah CV Lab & Octopus 20.7No---
91epoch_40_s0.10.7No---
92TransFusion_fading_yqwang0.7No---
93PVC_ensemble0.7No---
94pcd_lidar_990.7No---
95D-Align_CP0.7No---
96DWS-large0.7No---
97VISTA0.7No---
98test_11110.7No---
99Centerpoint+SA-FPN0.7No---
100SpaRC0.699NoSpaRC: Sparse Radar-Camera Fusion for 3D Object ...2024-11-29-
101Noah CV Lab & Octopus0.69No---
102Center+R-CNN0.69No---
103Fast-CLOCs0.69No---
104S2M2-SSD0.69No---
105CenterPoint + CBMOT0.69No---
106JasonChen0.69No---
107RAANet0.69No---
108AFDetV20.68No---
109AOP-Net0.68No---
110Centerpoint+LiDAR-Mixup0.68No---
111DWS-medium0.68No---
112Revise_CenterPoint0.68No---
113HVDetFusion0.674NoHVDetFusion: A Simple and Robust Camera-Radar Fu...2023-07-21Code
114Jck0.67No---
115CenterPoint-Single0.67No---
116epoch_39_s0.30.67No---
117centerpoints0.67No---
118VideoBEV0.67No---
119JianhuiLiu0.67No---
120Don-60.67No---
121demar-ctpt-200.67No---
122fliptta-demo0.67No---
123ground-ctpt0.67No---
124BEVDepthFormer0.66No---
125Sotirios0.66No---
126tarane0.66No---
127BEVDet-dev2.00.66No---
128HotSpotNet-0.1m0.66No---
129subProcess0.66No---
1303D-CVF_v20.66No---
131FMF-VoxelNet0.66No---
132CyliNet-RG single0.66No---
133CenterPP-Large0.66No---
134epoch_40_s0.40.66No---
135rewq0.66No---
136LRCF360-Single0.65No---
137BEVFormer v2 Opt0.65No---
138FIFA3D0.65No---
139qichuangeng0.64No---
140HyDRa0.64NoUnleashing HyDRa: Hybrid Fusion, Depth Consisten...2024-03-12Code
141DWS-pillar0.64No---
142PatternFormer0.64No---
143CVCNet-Single0.64No---
144Baidu_vis_3d0.63No---
145StreamPETR-Base0.63No---
146VideoBEV-Base0.63No---
147BevDepth++0.63No---
148CVFNet0.63No---
149stool0.63No---
150DTIF0.63No---
151centerpoint_pillars_gcn0.63No---
152X-Ray CenterPoint-Voxel0.63No--Code
153CRIPAC0.63No---
154MTV0.63No---
155CRN0.624NoCRN: Camera Radar Net for Accurate, Robust, Effi...2023-04-03Code
156PolarStream-4-PCx10.62No---
157TiG-BEV0.62No---
158BEVDepth-AeDet0.62No---
159Inspur_DABNet4D-pure0.62No---
1607919145610.62No---
161SSN0.62No--Code
162Sy0.62No---
163luuminhquan_openpcdet0.62No---
164PE-RVCN0.62No---
165Team_Simon0.62No---
166DEPE0.61No---
167yangfan2930.61No---
168pointpainting0.61No---
169BEVDepth-pure0.61No---
170s22kdist210.61No---
171jinkkun0.61No---
172SSL_CP_Flow0.61No---
173HEU0.61No---
174PiFeNet0.61No---
1754DMVT-BEV0.6No---
176obj_60.6No---
177swin-b-nuimage-2key0.6No---
178obj_50.6No---
179KPRDepth0.6No---
180liyinhao12340.6No---
181bevdepth0.6No---
182CenterPoint_mmdet3D0.6No---
183Brave0.59No---
1844DMVT-RCNN0.59No---
185Focal-PETRv2e0.59No---
186PETRv2-pure0.59No---
187Sparse4d_vovnet990.59No---
188obj_40.59No---
189obj_30.59No---
190ghkbkhjbjn0.59No---
191zhanghdgeh0.59No---
192BEVDistill0.59No---
193Reconfig PP v30.59NoCylinder3D: An Effective 3D Framework for Drivin...2020-08-04Code
194ECARX_BEVNet0.59No---
195PointPillars + DSA0.59No---
196AGO-Net0.59No---
197ATME0.58No---
198lgdnumber20.58No---
199Radiant0.58No---
200ayil1e0.58No---
201DC-Sym-Residual0.58No---
202bevdepth0.58No---
203Real4d0.58No---
204PETR v20.58No---
205det229470.58No---
206ZongMu-CV0.58No---
207Rover0.58No---
208RadarFormer0.58No---
209MV-BEVT0.58No---
210DA-HydraFormer0.58No---
211lyra0.58No---
212Inspur-MASTER-v20.58No---
213DAMEN0.58No---
214PointPainting0.58No---
215Syn-Aug10.58No---
216HQUJIN0.58No---
217OA-BEV0.57No---
218PolarFormer0.57No---
219VoxelFormer0.57No---
220RCM_Fusion0.57No---
221Yinhaoli0.57No---
222VisionDP0.57No---
223BEVFormer0.57NoBEVFormer: Learning Bird's-Eye-View Representati...2022-03-31Code
224BEVFormer0.57NoBEVFormer: Learning Bird's-Eye-View Representati...2022-03-31Code
225VisionGroup0.57No---
226RC-BEVFusion0.57No---
227wangzehao0.57No---
228SSN-v10.57No--Code
229BEVDet4D0.57No---
230ASCNet-1-5s0.57No---
231BEVDet4D0.569NoBEVDet4D: Exploit Temporal Cues in Multi-camera ...2022-03-31Code
232CLIP-BEVFormer0.562No---
233boring_test_90.56No---
234TJU-IMMLab_CC0.56No---
235ppyolo0.56No---
236v-test0.55No---
237dang0.55No---
238llstm0.55No---
239obj_10.55No---
240BEV_align_fpn0.55No---
241RVFUSION0.55No---
242X3KD0.55No---
243Star-Optimus0.55No---
244joint0.55No---
245CAM4D0.54No---
246PolarFormer-pure0.54No---
247auto5D0.54No---
248DGroup0.54No---
249ZMfusion0.54No---
250BEVFormer-pure0.54No---
251convnext0.54No---
252Detr3d_RV0.54No---
253AutoD0.53No---
254Detr4d0.53No---
255puppyboy0.53No---
256CenterPoint-VID0.53No---
257DETNT0.53No---
258sina0.53No---
259BEVerse0.53No---
260zongmu-CV0.52No---
261xin.lu.20.52No---
262TransCAR0.52No---
263Spirit of Optimus0.52No---
264xixi0.52No---
265yunzhu0.51No---
266AD3D0.51No---
267RightOrange0.51No---
268gznyyb0.51No---
269Reconfig PP0.51No---
270PETR-e0.5No---
271CascadeNet0.5No---
272CFT-BEV3D0.5No---
273Inspur-MASTER-3D0.5No---
274Inspur-MASTER-3D0.5No---
275FudanZVG-TPD-e0.49No---
276TESTB3DTV0.49No---
277Graph-DETR3D0.49No---
278PolarDETR0.49No---
279EPro-PnP-Det v20.49NoEPro-PnP: Generalized End-to-End Probabilistic P...2023-03-22Code
280ORA3D0.49No---
281EPro-PnP-Det v20.49NoEPro-PnP: Generalized End-to-End Probabilistic P...2023-03-22Code
282CFT-BEV3D0.49No---
283RCBEV0.49No---
284ada-mmfusion0.49No---
285RCF3600.49No---
286DD3D0.48No---
287BEVDet-Beta0.48No---
288DETR3D0.48No---
289mmfusion0.48No---
290VBNET0.48No---
291Wang Qitai0.47No---
292ImmortalTracker0.47No---
293M^2BEV_Det&Seg0.47No---
294M^2BEV_Det0.47No---
295wintercoconut0.47No---
296BEV3D0.47No---
297yy0.47No---
298ufchaq729380.47No---
299PiCasso4D0.47No---
300Daimler_RD_ASA-HD Frustum PointNet0.47No---
301PETR_Radar_Fusion0.46No---
302PegasusAI-B0.46No---
303xin.lu0.46No---
304SRCN3D0.46No---
305MAOLoss0.46No---
306Pinkie Pie0.46No---
307MG0.46No---
308RepTrans0.46No---
309L-G0.46No---
310EPro-PnP-Det v10.453NoEPro-PnP: Generalized End-to-End Probabilistic P...2022-03-24Code
311FTM3D0.45No---
312PGD, Camera0.45No---
313IPD3D0.45No---
314PGD0.45NoProbabilistic and Geometric Depth: Detecting Obj...2021-07-29Code
315Vidar0.45No---
316CenterFusion0.45No---
317CenterFusion0.449NoCenterFusion: Center-based Radar and Camera Fusi...2020-11-10Code
318PointPillars (ImageNet)0.449YesnuScenes: A multimodal dataset for autonomous dr...2019-03-26Code
319PointPillars (KITTI)0.448YesnuScenes: A multimodal dataset for autonomous dr...2019-03-26Code
320PointPillars0.442NonuScenes: A multimodal dataset for autonomous dr...2019-03-26Code
321M^2BEV, Camera0.44No---
322FCOS3D-DSG0.44No---
323tsu-mdf0.44No---
324DHNet0.44No---
325mincheol moon0.44No---
326MMDet3D, Camera0.43No---
327cvprspa20.43No---
328FCOS3D0.428NoFCOS3D: Fully Convolutional One-Stage Monocular ...2021-04-22Code
329PeaceLove0.42No---
330Freespace0.42No---
331Camera0.42No---
332Capstone team0.42No---
333InfoFocus0.4NoInfoFocus: 3D Object Detection for Autonomous Dr...2020-07-16-
334CenterNet0.4No---
335Henry0.39No---
336SAIC ADC0.39No---
337SparsePoint0.38No---
338BirdNet+ (multisweep)0.38No---
339MonoDIS0.38No---
340weareateam0.38No---
341first0.38No---
342LRM00.37No---
343yingfei0.36No---
344QD-3DT0.36No---
345VIPL_ICT0.35No---
346RadarFusion0.34No---
347atss3d0.34No---
348atss-3d0.34No---
349HZ0.33No---
3505530.32No---
351Peixuan0.27No---
352camera_car0.25No---
353DLLA-search0.23No---
354MinkPoint0.21No---
355SECOND + PointPillars0.18No---
356PointNet0.16No---
357Monodis reproduction with zip0.14No---
358KPConvPillars0.14No---
359YZ_20190.13No---
360WhiteWolf0.13No---
361IAIR-Pioneer0.12No---
362LGDnumber10.08No---
363JerryAI0.08No---
364TeamDark0.08No---
365YZ20190.08No---
3663D-GCK0.07No---
367Team XD0.06No---
368dawn0.04No---
369mqdao0.04No---
370Radar-PointGNN: Graph convolutions0.03No---
371qww0.01No---
372Only one0No---