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3D Question Answering on ScanQA (val)

107.1CIDEr

CVP

Updated 4d ago

Evaluation Results

Method
CVP 2025.12	107.1	-	17.8	20.8	50.9	31.2	-	-	-	-	-
Ross3D 2026.02	107	-	17.9	20.9	50.7	30.8	-	-	-	-	-
Video-3D-LLM 2025.12	102.1	-	16.2	19.8	49	30.1	-	-	-	-	-
Video-3D-LLM 2026.02	102.1	-	16.4	20	49.3	30.1	-	-	-	-	-
LEO 2025.01	101.4	-	13.2	20	-	-	-	-	49.2	-	-
LEO 2025.11	101.4	-	13.2	20	-	-	-	-	49.2	-	-
LEO 2025.12	101.4	-	13.2	20	49.2	24.5	-	-	-	-	-
CoPE-VideoLM-7B 2026.02	95.1	-	14.1	18.7	46	27.1	-	-	-	-	-
MoE3D 2025.11	92.7	-	15.8	18.4	-	-	-	-	43.5	-	-
3D-LLaVA 2025.01	92.6	-	17.1	18.4	-	-	-	-	43.1	-	-
3D-LLaVA 2025.11	92.6	-	17.1	18.4	-	-	-	-	43.1	-	-
LLaVA-3D 2025.12	91.7	-	14.5	20.7	50.1	27	-	-	-	-	-
LLaVA-3D 2026.02	91.7	-	14.5	20.7	50.1	27	-	-	-	-	-
Lemon 2025.12	90.5	-	15.4	20.3	-	-	-	-	45.1	-	-
LLaVA-Video 2025.12	88.7	-	3.1	17.7	44.6	-	-	-	-	-	-
LLaVA-Video-7B 2026.02	88.7	-	3.1	17.7	44.6	-	-	-	-	-	-
Inst3D-LMM 2025.03	88.6	43.5	14.9	18.4	42.6	24.6	-	-	-	-	-
LSceneLLM 2024.12	88.24	-	-	17.95	40.82	-	-	-	-	-	-
Chat-Scene 2025.03	87.7	-	14.3	-	-	-	-	-	-	-	-
Chat-Scene 2023.12	87.7	43.2	14.31	18	-	21.62	29.06	20.57	41.56	-	20.44
Chat-Scene 2025.01	87.7	-	14.3	18	-	-	-	-	41.6	-	-
Chat-Scene 2025.11	87.7	-	14.3	18	-	-	-	-	41.6	-	-
Chat-Scene 2025.12	87.7	-	14.3	18	-	-	-	-	41.6	-	-
Chat-Scene 2025.12	87.7	-	14.3	18	41.6	21.6	-	-	-	-	-
ChatScene 2026.02	87.7	-	14.3	18	41.6	21.6	-	-	-	-	-
Chat-3D v2 2025.12	87.6	-	14	-	-	-	-	-	-	-	-
GPT-4O+Coarse Correspondences 2024.08	87	35.4	-	18	-	-	25.5	-	42.6	-	-
Leo 2024.12	80.2	-	-	16.68	40.24	-	-	-	-	-	-
Scene-LLM 2024.03	80	42.2	11.7	15.8	-	25.6	26.4	18.7	35.9	-	-
Scene-LLM 2024.03	80	43.6	12	16.6	-	27.2	26.8	19.1	40	-	-
LEO 2023.12	80	-	11.5	16.2	-	-	-	-	39.3	-	-
Scene-LLM 2023.12	80	43.6	12	16.6	-	27.2	26.8	19.1	40	-	-
SceneLLM 2024.12	80	-	-	15.8	35.9	-	-	-	-	-	-
Scene-LLM 2025.01	80	-	12	16.8	-	-	-	-	40	-	-
Scene-LLM 2025.01	80	-	11.7	15.8	-	-	-	-	35.9	-	-
Scene-LLM 2025.11	80	-	12	16.8	-	-	-	-	40	-	-
Scene-LLM 2025.11	80	-	11.7	15.8	-	-	-	-	35.9	-	-
LSceneLLM 2025.12	80	-	12	-	-	-	-	-	-	-	-
LEO 2025.12	80	-	11.5	16.2	-	-	-	-	39.3	-	-
Scene-LLM 2025.12	80	-	12	16.6	40	27.2	-	-	-	-	-
Scene-LLM 2026.02	80	-	11.7	15.8	35.9	27.2	-	-	-	-	-
LEO 2026.02	80	-	11.5	16.2	39.3	21.5	-	-	-	-	-
GPT-4V+Coarse Correspondences 2024.08	79.2	39.7	-	17.4	-	-	25.5	-	40.8	-	-
Ll3da 2024.12	79.08	-	-	15.91	38.31	-	-	-	-	-	-
Chat-Scene 2024.12	77.75	-	-	15.94	37.79	-	-	-	-	-	-
Chat-3D v2 2025.03	77.1	38.4	7.3	16.1	40.1	21.1	-	-	-	-	-
Chat3D-v2 2024.12	77.1	-	-	16.1	40.1	-	-	-	-	-	-
LL3DA 2025.01	76.8	-	13.5	15.9	-	-	-	-	37.3	-	-
LL3DA 2025.11	76.8	-	13.5	15.9	-	-	-	-	37.3	-	-
LL3DA 2025.12	76.8	-	13.5	15.9	37.3	-	-	-	-	-	-
LL3DA 2026.02	76.8	-	-	15.9	37.3	-	-	-	-	-	-
LL3DA 2023.12	76.79	-	13.53	15.88	-	-	-	-	37.31	-	-
3D-VisTA 2025.03	76.6	34.2	13.1	15.2	38.6	27	-	-	-	-	-
NaviLLM 2023.12	75.9	-	12.5	15.4	-	23	-	-	38.4	-	-
LL3DA 2025.03	75.7	-	13.3	15.4	37	-	-	-	-	-	-
Ll3da 2024.12	75.67	-	-	15.37	37.02	-	-	-	-	-	-
Oryx-1.5 2024.09	74.3	38.8	-	15.3	-	-	24.4	-	38.4	-	-
LLaVA+Coarse Correspondences 2024.08	74.2	38.6	-	15.4	-	-	24.7	-	38.3	-	-
Oryx-1.5 2024.09	73.5	38.6	-	15.2	-	-	24.6	-	38.4	-	-
3D-VisTA 2025.12	72.9	-	13.1	13.9	-	-	-	-	42.7	-	-
Grounded 3D-LLM 2025.03	72.7	-	13.4	-	-	-	-	-	-	-	-
Grounded 3D-LLM 2025.01	72.7	-	13.4	-	-	-	-	-	-	-	-
Grounded 3D-LLM 2025.11	72.7	-	13.4	-	-	-	-	-	-	-	-
Grounded 3D-LLM 2026.02	72.7	-	13.4	-	-	-	-	-	-	-	-
Oryx 2024.09	72.3	39.6	-	15	-	-	26.7	-	37.3	-	-
GPT-4O 2024.08	72.2	30.5	-	14.8	-	-	19.8	-	36.1	-	-
CoPE-VideoLM-7B 2026.02	71.7	-	9.7	14.6	37.8	-	-	-	-	-	-
3D-VisTA 2025.01	69.6	-	10.4	13.9	-	-	-	-	45.7	-	-
3D-VisTA 2025.11	69.6	-	10.4	13.9	-	-	-	-	45.7	-	-
3D-VisTA 2025.12	69.6	-	10.4	13.9	35.7	22.4	-	-	-	-	-
3D-LLM(BLIP2-flant5) 2025.03	69.4	39.3	12	14.5	35.7	20.5	-	-	-	-	-
3D-LLM 2023.07	69.4	39.3	12	14.5	-	20.5	25.2	18.4	35.7	-	-
3D-LLM 2024.03	69.4	39.3	12	14.5	-	20.5	25.2	18.4	35.7	-	-
3D-LLM 2023.12	69.4	-	12	14.5	-	20.5	-	-	35.7	-	-
3D-LLM 2023.12	69.4	39.3	12	14.5	-	20.5	25.2	18.4	35.7	-	-
3D-LLM 2024.08	69.4	39.3	-	14.5	-	-	25.2	-	35.7	-	-
3D-LLM 2024.12	69.4	-	-	14.5	35.7	-	-	-	-	-	-
3D-LLM 2024.09	69.4	39.3	-	14.5	-	-	25.2	-	35.7	-	-
3D-LLM 2025.01	69.4	-	12	14.5	-	-	-	-	35.7	-	-
3D-LLM 2025.11	69.4	-	12	14.5	-	-	-	-	35.7	-	-
3D-LLM 2025.12	69.4	-	12	14.8	-	-	-	-	35.2	-	-
3D-LLM 2025.12	69.4	-	12	14.5	35.7	20.5	-	-	-	-	-
3D-LLM 2026.02	69.4	-	12	14.5	35.7	20.5	-	-	-	-	-
Oryx 2024.09	69.1	35.8	-	14.5	-	-	24.4	-	35.5	-	-
LLaVA (Fine-tuned) 2024.08	67.3	34.7	-	13.8	-	-	22	-	31.1	-	-
3D-VLP 2025.01	67	-	11.2	13.5	-	-	-	-	34.5	-	-
3D-VLP 2025.11	67	-	11.2	13.5	-	-	-	-	34.5	-	-
3D-VLP 2023.12	66.97	30.53	11.15	13.53	-	21.65	21.33	16.67	34.51	-	14.18
3D-VLP 2024.12	66.97	-	-	13.53	34.51	-	-	-	-	-	-
ScanQA 2025.03	64.9	30.2	10.1	13.1	33.3	21	-	-	-	-	-
ScanQA 2023.07	64.9	30.2	10.1	13.1	-	21	20.4	15.1	33.3	-	-
ScanQA 2024.03	64.9	30.2	10.1	13.1	-	21	20.4	15.1	33.3	-	-
ScanQA 2023.12	64.9	-	10.1	13.1	-	21	-	-	33.3	-	-
ScanRefer+MCAN 2024.08	64.9	30.2	-	13.1	-	-	20.4	-	33.3	-	-
ScanRefer+MCAN 2024.09	64.9	30.2	-	13.1	-	-	20.4	-	33.3	-	-
ScanQA 2025.01	64.9	-	10.1	13.1	-	-	-	-	33.3	-	-
ScanQA 2025.11	64.9	-	10.1	13.1	-	-	-	-	33.3	-	-
ScanQA 2025.12	64.9	-	10.1	13.1	33.3	21.1	-	-	-	-	-
ScanQA 2026.02	64.9	-	10.1	13.1	33.3	21.1	-	-	-	-	-
ScanQA 2023.12	64.86	30.24	10.08	13.14	-	21.05	20.4	15.11	33.33	-	13.43

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