Video Object Detection on Video Object Detection (VOD) Benchmark
13.6mAPObjects Do Not Disappear
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Objects Do Not DisappearDetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=Yes2026.05 | 13.6 | 30 | |
| YOLOVDetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=Yes2026.05 | 7.8 | — | |
| 3D ConvolutionsDetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=No2026.05 | 7.5 | — | |
| MEGADetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=Yes2026.05 | 7.5 | — | |
| Our (NanoDet)Detections aggregation=Yes, Fine-tuning free=Yes, MCU deployable=Yes, Transformer backbone=No2026.05 | 7.3 | 4 | |
| Seq-BboxDetections aggregation=Yes, Fine-tuning free=Yes, MCU deployable=No, Transformer backbone=No2026.05 | 6.9 | — | |
| SELSADetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=No2026.05 | 6.6 | — | |
| Motion-based Seq-BboxDetections aggregation=Yes, Fine-tuning free=Yes, MCU deployable=No, Transformer backbone=No2026.05 | 5.5 | — | |
| Our (YOLOX)Detections aggregation=Yes, Fine-tuning free=Yes, MCU deployable=Yes, Transformer backbone=No2026.05 | 5.3 | 1.5 | |
| TransVOD LiteDetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=Yes2026.05 | 4.5 | 5 | |
| Our (EffVIT-Det)Detections aggregation=Yes, Fine-tuning free=Yes, MCU deployable=Yes, Transformer backbone=Yes2026.05 | 3.8 | 1.2 | |
| FGFADetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=No2026.05 | 3.4 | — | |
| Looking Fast and SlowDetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=No2026.05 | 3.4 | 68 | |
| Block CopyDetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=No2026.05 | — | 3 | |
| PASSDetections aggregation=No, Fine-tuning free=No, MCU deployable=No, Transformer backbone=No2026.05 | — | 9 |