Website for Visualizing Data (Only visible inside IIIT’s network)
Following parameters were fixed
| Exp # | images | train-accuracy | val-accuracy | positive-negative | weather-type in pair of videos | trajectory-type | learning-rate | convNet training | features from LSTM | Num LSTM Layers | train-val ratio |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1a | accuracy loss | 707/707=100% | 77/77=100% | 375/404 | same-weather | same-direction | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 2a | accuracy loss | 1011/1011=100% | 111/112=100% | 443/680 | all-weather | same-direction | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 2b | accuracy loss | 782/1011=77.3% | 83/112=74% | 443/680 | all-weather | same-direction | 1e-5 | NO | OUTPUT(LAST Frame) | 1 | 9:1 |
| 2c | accuracy loss | 782/1011=77.3% | 86/112=77% | 443/680 | all-weather | same-direction | 1e-4 | NO | OUTPUT(LAST Frame) | 1 | 9:1 |
| 2d | accuracy loss | 733/1011=72.5% | 84/112=75% | 443/680 | all-weather | same-direction | 1e-5 | YES | OUTPUT(LAST Frame) | 1 | 9:1 |
| 2e | accuracy loss | 791/1011=78.2% | 93/112=83% | 443/680 | all-weather | same-direction | 1e-5 | YES | OUTPUT(LAST Frame) | 3 | 9:1 |
| 3a | accuracy loss | 808/813=100% | 89/89=100% | 498/404 | same-weather | same/overlap-directions | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 4a | accuracy loss | 932/937=99% | 101/103=98% | 636/404 | all-weather | same/overlap-directions | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 4b | accuracy loss | 520/520=100% | 520/520=100% | 636/404 | all-weather | same/overlap-directions | 1e-5 | NO | CELL-STATE | 1 | 1:1 |
| 4c | accuracy loss | 100% | 55% | 636/404 | all-weather | same/overlap-directions | 1e-5 | NO | CELL-STATE | 1 | 1:9 |
| 4d | accuracy loss | 260/260=100% | 535/780=69% | 636/404 | all-weather | same/overlap-directions | 1e-5 | NO | CELL-STATE | 1 | 1:3 |
| 4e | accuracy loss | 417/417=100% | 595/623=95% | 636/404 | all-weather | same/overlap-directions | 1e-5 | NO | CELL-STATE | 1 | 3:2 |
| 4f | accuracy loss | 931/937=99% | 101/103=98% | 636/404 | all-weather | same/overlap-directions | 1e-5 | NO | HIDDEN-STATE | 1 | 9:1 |
| 5a | accuracy loss | 501/501=100% | 55/55=100% | 152/404 | same-weather | inverse-direction | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 6a | accuracy loss | 502/502=100% | 52/55=95% | 153/404 | all-weather | inverse-direction | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 7a | accuracy loss | 612/612=100% | 67/67=100% | 275/404 | same-weather | inverse/overlap-direction | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 8a | accuracy loss | 635/635=100% | 70/70=95% | 301/404 | all-weather | inverse/overlap-direction | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 9a | accuracy loss | 1581/1620 | 180/180=100% | 1120/680 | all-weather | all-directions | 1e-5 | NO | CELL-STATE | 1 | 9:1 |
| 9b | accuracy loss | 1600/1620=100% | 180/180=100% | 1120/680 | all-weather | all-directions | 1e-5 | NO | HIDDEN-STATE | 1 | 9:1 |
| 9c | accuracy loss | 900/900=100% | 859/900=95% | 1120/680 | all-weather | all-directions | 1e-5 | NO | HIDDEN-STATE | 1 | 1:1 |
| 9d | accuracy loss | 450/900=50% | 360/900=40% | 1120/680 | all-weather | all-directions | 1e-5 | NO | OUTPUT(LAST Frame) - LSTM WITH PEEPHOLES | 1 | 1:1 |
| 9e | accuracy loss | 516/900=58% | 436/900=48% | 1120/680 | all-weather | all-directions | 1e-5 | NO | GRU-Output(Last Frame) | 1 | 1:1 |
| 9f | accuracy loss | 869/900=99% | 898/900=100% | 1120/680 | all-weather | all-directions | 1e-5 | NO | GRU-Hidden | 1 | 1:1 |